{
 "metadata": {
  "name": ""
 },
 "nbformat": 3,
 "nbformat_minor": 0,
 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here we visualize filters and outputs using the network architecture proposed by Krizhevsky et al. for ImageNet and implemented in `caffe`.\n",
      "\n",
      "(This page follows DeCAF visualizations originally by Yangqing Jia.)"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "First, import required modules and set plotting parameters"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import numpy as np\n",
      "import matplotlib.pyplot as plt\n",
      "%matplotlib inline\n",
      "\n",
      "# Make sure that caffe is on the python path:\n",
      "caffe_root = '../'  # this file is expected to be in {caffe_root}/examples\n",
      "import sys\n",
      "sys.path.insert(0, caffe_root + 'python')\n",
      "\n",
      "import caffe\n",
      "import caffe.imagenet\n",
      "\n",
      "plt.rcParams['figure.figsize'] = (10, 10)\n",
      "plt.rcParams['image.interpolation'] = 'nearest'\n",
      "plt.rcParams['image.cmap'] = 'gray'"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Follow the [instructions](http://caffe.berkeleyvision.org/getting_pretrained_models.html) for getting the pretrained models, load the net and specify test phase and CPU mode."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "net = caffe.imagenet.ImageNetClassifier(caffe_root + 'examples/imagenet/imagenet_deploy.prototxt',\n",
      "                                        caffe_root + 'examples/imagenet/caffe_reference_imagenet_model')\n",
      "net.caffenet.set_phase_test()\n",
      "net.caffenet.set_mode_cpu()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Run a classification pass"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "scores = net.predict(caffe_root + 'examples/images/cat.jpg')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The layer features and their shapes (10 is the batch size, corresponding to the the ten subcrops used by Krizhevsky et al.)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "[(k, v.data.shape) for k, v in net.caffenet.blobs.items()]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 4,
       "text": [
        "[('data', (10, 3, 227, 227)),\n",
        " ('conv1', (10, 96, 55, 55)),\n",
        " ('pool1', (10, 96, 27, 27)),\n",
        " ('norm1', (10, 96, 27, 27)),\n",
        " ('conv2', (10, 256, 27, 27)),\n",
        " ('pool2', (10, 256, 13, 13)),\n",
        " ('norm2', (10, 256, 13, 13)),\n",
        " ('conv3', (10, 384, 13, 13)),\n",
        " ('conv4', (10, 384, 13, 13)),\n",
        " ('conv5', (10, 256, 13, 13)),\n",
        " ('pool5', (10, 256, 6, 6)),\n",
        " ('fc6', (10, 4096, 1, 1)),\n",
        " ('fc7', (10, 4096, 1, 1)),\n",
        " ('fc8', (10, 1000, 1, 1)),\n",
        " ('prob', (10, 1000, 1, 1))]"
       ]
      }
     ],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The parameters and their shapes (each of these layers also has biases which are omitted here)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "[(k, v[0].data.shape) for k, v in net.caffenet.params.items()]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 5,
       "text": [
        "[('conv1', (96, 3, 11, 11)),\n",
        " ('conv2', (256, 48, 5, 5)),\n",
        " ('conv3', (384, 256, 3, 3)),\n",
        " ('conv4', (384, 192, 3, 3)),\n",
        " ('conv5', (256, 192, 3, 3)),\n",
        " ('fc6', (1, 1, 4096, 9216)),\n",
        " ('fc7', (1, 1, 4096, 4096)),\n",
        " ('fc8', (1, 1, 1000, 4096))]"
       ]
      }
     ],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Helper functions for visualization"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# our network takes BGR images, so we need to switch color channels\n",
      "def showimage(im):\n",
      "    if im.ndim == 3:\n",
      "        im = im[:, :, ::-1]\n",
      "    plt.imshow(im)\n",
      "    \n",
      "# take an array of shape (n, height, width) or (n, height, width, channels)\n",
      "#  and visualize each (height, width) thing in a grid of size approx. sqrt(n) by sqrt(n)\n",
      "def vis_square(data, padsize=1, padval=0):\n",
      "    data -= data.min()\n",
      "    data /= data.max()\n",
      "    \n",
      "    # force the number of filters to be square\n",
      "    n = int(np.ceil(np.sqrt(data.shape[0])))\n",
      "    padding = ((0, n ** 2 - data.shape[0]), (0, padsize), (0, padsize)) + ((0, 0),) * (data.ndim - 3)\n",
      "    data = np.pad(data, padding, mode='constant', constant_values=(padval, padval))\n",
      "    \n",
      "    # tile the filters into an image\n",
      "    data = data.reshape((n, n) + data.shape[1:]).transpose((0, 2, 1, 3) + tuple(range(4, data.ndim + 1)))\n",
      "    data = data.reshape((n * data.shape[1], n * data.shape[3]) + data.shape[4:])\n",
      "    \n",
      "    showimage(data)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The input image"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# index four is the center crop\n",
      "image = net.caffenet.blobs['data'].data[4].copy()\n",
      "image -= image.min()\n",
      "image /= image.max()\n",
      "showimage(image.transpose(1, 2, 0))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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mK8ndoTJfVPIuwOAKYerzGcQsD6qt2CG5dyHPswYu21pcdnPox5WSWmECbUel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\nI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XNVsnkBEqmSnXeRO2z/0HbOl63ffddruwZ3QqNcdxOoE8jB5XiT7K9ppUhK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bKnGw4jaSKCJnmyIv/2Pb9GHcUfGUShbM6RnTi0pCcOEXijzQsUsqzvCSRK0Vb6U4FqOkmllY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CjEjpXQa1OKZ2aMk0wkCXh6imaxCGfxBJV5jeTkWObkGfc4raSyhCi27Dcjcj3bfHYH14pD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\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leyOPcCyxwyahWnEMkudXm20ibiak/PUckiSREItHUHvWXSVubdDZaaJQYebK8COTApg+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\nINAXDgQs9hLe6aYAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11dd4f850>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The first layer filters, `conv1`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# the parameters are a list of [weights, biases]\n",
      "filters = net.caffenet.params['conv1'][0].data\n",
      "vis_square(filters.transpose(0, 2, 3, 1))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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HsnuPT6BhpP/ARhMFuOtruPHh1MmwX3/7sWOQp1rDDRtjzpC3VCAbERyjo0ToTZ5v1Jly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\nRK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11dd69dd0>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The first layer output, `conv1` (rectified responses of the filters above, first 36 only)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['conv1'].data[4, :36]\n",
      "vis_square(feat, padval=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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veZ6BBUJ/3HrrrWqOZDYT1zHjAxMb+pXVxMFwbWxsaJ3w99y5c0H7sVYVxtMd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\nAmUHfgZYAPYxw7/xXE9g0vNF8hjCcYwUytRqtdx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WJ67t7e3MkwibN9H+oOLfeOONhNO1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UnO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DyKmxM4W0C/vOMd73AvuTNnzoiIBBXARXYWtGKx6MrFNL7u83w+n3D2FEn2G89XbKpQH9Yn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\n3rOYYXCv8BYKBY9iLhaLngIte+Pw6jl5rEUzY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1+MLly4oN8PbdkZTz31VNTX1xfNzMxE\nR48ejY4ePRo98sgjwTa3AKstH3744WCbW8BLL70Uzc7ORjMzM9GRI0ein/zkJ1EUJa83/6ttGVLE\nBAQEBAQEBARsEUHZPCAgICAgICBgiwgbqYCAgICAgICALSJspAICAgICAgICtoiwkQoICAgICAgI\n2CLCRiogICAgICAgYIsIG6mAgICAgICAgC0ibKQCAgICAgICAraIsJEKCAgICAgICNgi/g+y+O+i\nLiOpjQAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x140ca8290>"
       ]
      }
     ],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The second layer filters, `conv2`\n",
      "\n",
      "There are 128 filters, each of which has dimension 5 x 5 x 48. We show only the first 48 filters, with each channel shown separately, so that each filter is a row."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "filters = net.caffenet.params['conv2'][0].data\n",
      "vis_square(filters[:48].reshape(48**2, 5, 5))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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0vzuvmqNWAfPO3EFL6ws5BltgaNfyy/LKGnOdQ8BnrH9o3PTtiEPGRv98b9eu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\nZsxo8/gdQWq+jUUreVymxRalLOrMsuefbf+Ots2sAAB+YKnms61ChvM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NAAAg\nAElEQVTZwkJDH2j1zPMwrRHtlr/tI9PXR9aWeUbz/vGPfxwRrUZtKzNgruxDVK5RrEDIBRYoeJv5\nDtIHfLRVHbDGsSqwz+y0004dSwrjgA9XXHFFRLQWWO9z/M2aY276LNIR7b7ImO+7775mj7HPG33y\nuaNU7fPiuqlYMqHBfOR34u67725kjfVgvyR4yv7GnsTatC8Ya5pnsN/Qvy2Bk5OTzV7Bs5gLr/+s\nHqBpNZAXfieRTazxEd3s6ETb8htjC7YztTOHyLLniPH7ZqfPH5D59xry76fhaFbmwr+j9pNkXSxa\ntKhjHfe5gHXDOOwLmqFapCoqKioqKioq5oh5s0hFtJYnayyc4AGnXSIlRkdHO/WZvva1r0VEexpF\ne0FT4kRsaxfaHidVNFZHwwFOvyMjI53K0W7LSdjRA0RKGPbXYgzQ2FcnzbXCHHUGrO1yv9xnYYro\n1hp07qM+i5f7sGUKOGIQTT3L+cSY8FdBAyWSrLR4ua6hIwitSaOJ8Op21rx439Gem266aWf8fBeZ\ns+xZXhwpBl+wBmRzVFqw0OpsvWJ8WOhcB81WMOYZvy/4SHtrx08++WTzDLR1tF1r9dBGX2jxfeMp\naYdmZNjRYBFdXyhH4dg66hp0rufocTLv0MAr+0wp664H6txdli1HMdE3/LNPpX1noHlqaiq1pOCn\nw7ORLctmNgdY6ky797qlS5d2rBygrAkY0c5BtrfwLNYe68bWJFCOHZ5jrfH8A/fJrYH3Lr7P747r\nI5r20jLMbww1ZjMrEPNvC4yjOi0froNZzqHXOd/FQmernuubMgfsL5YP2sNv5Il2JR/oI/OR8s2L\nnwH82wT8G8j3lixZ0lnP8BT59e+jfeoyVItURUVFRUVFRcUcUWvtVVRUVFRUVFQMQa21V1FRUVFR\nUVHxO8a8+Ui9613v6txt24ufOnGu4zQ5Odm5/6TODjWCuNt0fS76pi6T61txf+u7bvLnUINqcnKy\nuTd2Vmz6Pumkkwbed0QDljnGSd0f4IzpjJ/aTCeddFJzzwzdjkKgrWtnufYUr7Q/7rjjBtrbb4PX\nj33sY01b31U7eoIaYdRa8ufAdcJcU4y5Ke/MoZu6XKYB2vib9tSIYo7o274Ubg8tpW8B9HziE58Y\naEuf+GEg99BC7Szam+fmK+0Z6/T0dIfucn76aMnyLMHzk08+eYAW+5ZBE3N63HHHdeq3OToz43nm\n08C6oL6h/d08t+edd16njpvllnF7XTjbPnz0GjUfXV9ybGysmR/XTnPuKddxZP3bV8j+eK7l6P7L\nvrNaePaVcR1H+nY9M+8vrm9W7pseJ3XZaMsezXccrQbtniP7s0Fbn3xltx+0hS/0aV8p70Uep/nI\nKzULy3qLtmZ4L0JevB765DyiXf/2B/Q6+fjHP96pb9kntxHtfLpOJO28TqC9rPsZ0f4eIQMLFy5s\n2rK30Iezpvv3Itu77FNL/6wj+i9rF/IM5tO19hx96300Q7VIVVRUVFRUVFTMEfNmkZqenu5oFun9\nozTy0grgaANr885tZA3FGVldqds0lf1bS7NlxXWKsvp32VgcpdCXR8aZlkGm/dg6Noz35ldfHSza\nZNqf33c9xKx+EzD/0KqyqMAStnqYFsuJtaOsb1s8yrpehvseBs+Vo1v62jlaNeO5I4GycZrnw2S3\npHOYPGQ0+nPD/OibG2vOWV3LjGbXi/S6svZvq3TJl8zimtHv2qOe0yyPmOVqbGys8x7Pcn1LRyGW\nfZTPthXY/Tv79NTUVFo7Fdiq68oIpt17crZHl9bHbB903xnc3pF1w9Z2yYfMYlS27XtW9rnf9z5R\n0u42XoOmxdawYX7NthayRzsbefl/r6XZ/v67H9OW5duanp5OeZo9Y5h8NO1m1aqioqKioqKioqKD\nebNIlT4ozllhjdSaV5nDxH5WzuvCyZjnuT15mOiT3DTklchomZiY6Giz1hhstTCyzMaZZtGneTE+\nXhmfaXHdpsx6Zjg7eZ8Fy3TZQjdMYxjW3loxY7VVpfy/5y3LTcK4kJdsDgG5YMzHjRs3dnKrDNOG\nM7lw31l+rZJvXkOZtmuNui8jdx+t1tz6LB5uY4tsBvvpZdaULDda+b41aFsvsr4z66jliDE65xs5\ngcp9zbJjn43MOmKfKF4tT94vyhptzlHmcfEd2mVr1HwwnwC57ko/xmwt8jd77bD8Qa57Cu+hPbNI\nlc/KrN5+f7bWdfsKZZap8nm2dpoW5zIE9DlsjjKfqj76hq1J+wpmOZsMW6a8tiO6+bPYe/lOtk/y\nPnxyPjLTQE4r73l9fWfIrONGtUhVVFRUVFRUVMwR82aRKjX/zBIBbPEpo/Z8eucE6TvsPutFRFcL\nQvufjY+E/UiyzNa2GmX+OvyNRmrN1JltSyvAsHFa05rt3be1pj7areUafp/x2D8ju6/2PbstNH13\n4h5f5mdkC1um/QOezVyWGqnnx1F3w3zeMl8K+854jNPT053otGxeod+WqEyrs/+KfchKWjJLi2He\nwjfXwXL7zGpQ0mJZ9Hczi4TXKLBGmq3dvooCmc9LJueOcoPnrmVp2u3Xaat7+R7WHFv5Mv/MzEpk\nWlwJYP369b10lN/NLO5ZBn9bLjzHoLRgZxZ4w7KUWUHdzvvLMIt22WaYT6Wzx7uvzBLXZzVyFCKv\n2bqwJTK7mfGz+R5z7+jX8v+2TPJdrJvAEcmONM6sxraiTUxMdHiaRdL6N2kY5u0gVTLW5uXMfNhn\nlswOLxYqGOWwdooS2vRJ+5kYSVubQU0Lm3MWzg58YMgcRMvnZ2HJ2SYGX+wcm20Y2ULrw7AfPOCF\nYPNvdlWYlWvoo9vfyX4QfHj1uH048uY9mwPpbK8ZfY0626vABQsWpH0CeG6nYW8gGU1ZAeqSNrfN\n5NyHvWE/EFkKi74DvJ89THGgD4diu7i52yMvXrMlLZ4T7yVZiRi/P4x2H3qffvrpNAgHeL/InMef\nbb7mklYfSt2Gqxn/WFtueJ/DGmty2H5RwkqK37eMzeSwXPaT7R9gcnIyVYAM3s9+e2br+Nx3IM0U\no2EH6eyK2+19uPU6LMfCPDoFz7CAIP+++HfVtPSlPsmUGx+gnu1Bql7tVVRUVFRUVFTMEbVETEVF\nRUVFRUXFENQSMRUVFRUVFRUVv2PMm4/UCSeckDrocer75Cc/GRER73jHOwbaTUxMdO6mKZtQls0o\nX7mrxaH1nHPOiYi2XAn3qSTotM8UqfMpV7BkyZLOvbtLPhx55JER0Tp48jkOv/gIfPrTn254EtF1\nMuZO2Wn8TzzxxI4/he+2XU4gKw3icgWk/Df/oAWfkgsvvLBTTgD49E5a/ve///0DfZgW7r4pKXH0\n0UcPvG952WSTTRoeepz20+BZtKdEAM82zxk3pTOQl5n8npBbl+Ww3x7jcIkg2jlJLLRTgoYSRGNj\nYw39TuNxwQUXRERb8sc+QP4b2Tr22GMH+mGuoI11Ah/f8573pL4gyD+0vP3tbx9oZ78K1gftKW9h\nR3fKUMCniy66qDM/Gc+ZI2TLtEA7IdQu++S1XwZQMJ/HHHPMQF9Zws2sFAbPdhoJ1gXt7f/2+OOP\nN+P1vkgb9kHWB3sRfbPPuT17EDyn/RFHHBERg3489k9EVujbco6MMW72LuY/K5nD+/D9rW99a0QM\n7j/2CSzltqTVDvzAZXyQPQdIwB9oP+aYYzrJW/1bhJy7FJbLeTEe5pRyaF4/8JHv/cM//EOznp22\nA7485znPGaCF9vYVtJ+Wy/LY964MnDn77LMjouW5y9TY74x9jr0LGfW+Alyai/6hpaQduin540Sz\nLkdG3xmqRaqioqKioqKiYo6YN4tUCVsmhoXcTk9Pd6w2wNYhlx2whcIe/2gaWURRqfkPK4mRJRLN\nQosdteAyDW4/Pj7e0bhdAgSgxfG+rVxZlNJsE5L1tc34khVMhib34xQFTrJaahpO0pdZgwB9WIvr\nK/lRwknixsfHOzy0BYLP/SzTniVgnSmalXlnPE4R4XXA31nYP/3x6jnrQxbhmSV/taUWjTOTRctJ\nn7+CLQqep2HpD8yfYWs6+37ZBzz0d7yevRc99thjEdFNLAhsZSstelmkrK1EWYJGv0/EMHLVl4ql\nbDc1NRXLly/vHSfILBJe//DRVjQwUyQmvGH/s2zZosjnWQJX02RroWV9/fr1HQtTn4Wk7JN9INtP\n/Tffw3o8U9RiFhGa7S3eD0GWwgQ+OEFr2d6Rg9nvm2ln3SMHWXRjFoG6cOHCNJ2J12+WHDRDtUhV\nVFRUVFRUVMwR82qRsh8Sp0DnqnFStcnJyeY71rxt1eHuNysnQIkYl0zghJpp9uPj4813spwTzpdh\n7SfTAuyfM1NJCU7nvLp8AkBDsEUhK52DNgktvPp7M9E57DQP36Dd99LAc2Jtoa9EDPC9u2lC20e7\neeihhwY+9xzBx76cYZn10qU/stwkjM/avpPnAeZoeno6zY8DbO2xb0dWWDezWMyUt4rPLIMgK76b\nWY2h3SVH6Kcci9erLZLD4Nw0w/Kxsb/0WUdtebZ2bnmBdicazNrzTFtyR0dHO3xg3s3LzIqYJcnN\naPHf4+PjjXXK1gwnhbSFwbRAM3PB2OwjVz474hl+e6/1emYN0ZfHk82RrW22roINGzY08+M15TXo\nOSPHYWaxcdkv7xMl3+2X5d/a2ZbtgkbvNzyLOff6KfluH2FoYO/NinlntHhvypJrjo6OdubHlnpk\nqS//1UwYapF629veFitXroz999+/ee/hhx+O1772tbHXXnvF6173uqYuXUTEWWedFXvuuWesXr06\nvv3tb8+KiIqKioqKioqKP0QMVdOOOOKIeNe73hVvectbmvfOPvvseO1rXxvvfe9745xzzomzzz47\nzj777Lj++uvjS1/6Ulx//fVx1113xZ/+6Z/GzTff3Gt5mZiY6PhGgEzz6ivDYMuAyw+gnaAV2CLh\nYrU+iXLvDMpMr77T9zh8j+6ovSwtf1auxJr66OhoMy5HMvmUvm7dugFas9IfwM+yT81MpTAynwXg\nLNLAhaaBNS9rV6W82IcD7STzebK26AKpHgvyYItln1XIFoWyfEb5OeBZpj3zeyoz3TsC1tqrLbJ8\n174NAD7YHw0LjK0M5fctv+7bvh22lrhvF/udyXdsmLU385GAt7MtoO21aT/Psi/6dqSk5wirhvci\na83ZWErLnn1h3Mb7o+fIVuCM94DnMdaFCxemWcKzig+sRfPFvmK2eHq/6LshgC7/XtiCb7/GzFKX\nZdM2Fi1a1LG0s29lFihHGALTwp5u9GUIt2UoiyAF0GYLU5at3nscv0N9Prjw3OWqsqhsQDvkJPOl\ntJ9w6feU/c7ZKp7Nf4ahFqmDDz44VqxYMfDeV7/61Tj88MMjIuLwww+Pr3zlKxERcdlll8Vhhx0W\nY2Njscsuu8Qee+wRV1111awIqaioqKioqKj4Q8OcfKTuu+++xrdo5cqVcd9990VExN133x0vfelL\nm3arVq2Ku+66q7eP6enp5vSX+TkBF+9ctGhRGk3mSABO1C4yCdBEHNWR1c8ra225rbUS50ey1pvV\nt/N4s8iJkgeZNgt8EueO30U3s/aO+is/z+6ws9N8ZjXxnTbw/Tt/l9ovsLXPOXysHcM33t9ss80G\n3s/40lestC+qMqJbUyzzS3EOlmHWkVLe0HKzyCdoySLF3J75pl9owSrgNbt+/frOWsnq8zkPEJ9n\nkZVeV5n1qHzP/nqMf1j9Que/yaKcbF3qs764jqWtGX0+j+V47GNlebGfS2nRzLR6Wzuy6KQ+6/9M\ntPh7pf+PeWw5H1ZrzXu5965sjFNTU50C8JZF+8TQLotStXwM8wddtmxZ57eE/cBrCCsO4/M6MWyh\nx3+zz1LnHEzD8kPZmoqc2HIHXDDb+26fhRj6Mj9Ew+shs6baWlxaU/t8+frofbb4X0ftjYyMzOhU\nXMvBVFRUVFRUVPz/FtOzwNq1a6f322+/5u+99957+p577pmenp6evvvuu6f33nvv6enp6emzzjpr\n+qyzzmravf71r5++8sorO/1FRP1X/9V/9V/9V//Vf/XfH8y/DHOySB1yyCHx+c9/PiIiPv/5z8eb\n3vSm5v0vfvGLMT4+HmvXro01a9bEi1/84rk8oqKioqKioqLi/zyGXggedthh8YMf/CAefPDB2HHH\nHeP000+Pk08+OQ499NC4+OKLY5dddol//dd/jYiIfffdNw499NDYd999Y+HChfGpT30qvdr7u7/7\nuyZtAveSW2+9dUS0d5zUw6G+Fd76k5OTHf8TaqFR84m+8Om47bbbIqK9E/2Xf/mXho6Ibk4ifGWI\n0oIWai1FtNEk+ANAC3WZqPvF+Pic6AxoueSSSyKirSnoPDKOCqRO1Dvf+c6GVzvvvHNEtL49PIPa\nSdCy/fbbR0TEDjvsEBERN9xwQ0S0fhmu44VfAnfjvr8/77zzmr4dXem8P9QUYz7djnt2XmkPz+07\nxBgnJiYaHtKW8TD/zkVGLSzmn2g05vLuu++OiNZHgPmnZpn93rbbbrt48MEHIyLizDPPHOibunTI\nwf333z8wDtfDQ654hqNBmf93v/vdTT/2M2C8lkV8G5lXeMjcUYOOWlv2MSFSCD5eeOGFEfFMzSpH\nwGW10KDbkT2Mk36ob8ecOi8VNCE/5513XsNzxsf80zeyRd/UN3MNsi233HLgffYX1gXPxi+F/WXp\n0qVNW9fxs38Zz2KO3DdjYC9jrlzfzH4eGzdu7NSrYz55Nq/ILH9TUww5tx8rvGZfRBbpv5QBr2v4\nwvxvs802A30h915z1OaDVsbJHoYcsV9Q4/Dxxx9v5oe9g9+Qiy66aIDuLbbYIiLaNYmc8yzkhdps\n9rWxbEL7scce2/hhOds3r5/73Ocioq0RyF7kqFdeoZ39gn74zbK/47nnntvw0PmxysjfiJaHzD98\nYB2wP/Is17fj98ER2MuXL4+zzjorItpae661aL8tfosYJ3KBvDBO+IWsu35qOZfQx3yalswPlTWa\nYehB6tJLL+19/7vf/W7v+6eeemqceuqpw7qtqKioqKioqPiDx7xmNt91110jotVibrzxxojoes5z\nokQj22effRqtzZmo0W4feOCBiIi44447Bt7nRAo4BTuLbJYJnRPq7rvv3lgW1qxZExGt5gico2dY\nRla0IUeSYW1y9t3R0dFm/NCJ9SOzBMIXNAa0vCwjOM9+5JFHIqK/Hp61nGxcwDlH0G7QLKARoIEw\nV8gN/L7zzjs742S+4Qd9OvdKWZ08orXY8D5yYTC3e+65Z/OeI6UYd5mBPKLVfk0LfW677bYD32fe\n3b7MfbXddttFRDufzvYMsAJvtdVWERGx4447RkRrUQHOxs8cIbumZXp6ulmTw3Lx8Pcuu+wSEe0c\nsY4yvtga6hxvEd0IT9YHPM9y80Dz7rvvHhHPWNcjugojsu39oS93keWecdgKBKxhM1dYR007+wT8\nwNr82GOPddYEdN97770Dz0bWDOc0g59ZnVBHpJb5kzxPjirDEoWcO1KSdvTN9xm/97oy6pHUPVgk\nHUXOPgENtqpncwStrAvky/vF1NRU0wdWQnjq/dxWP1v/LE+Mc9WqVRHRyg17dWltYk0hKzvttFNE\ntFYyIu8B7dhjneMpy7LunHDO01cC+mhTRuWX8PwzFtcmBI7+LKPhPZ/wlD0IHsKPLGLSqLX2Kioq\nKioqKirmiHmzSK1bt66xLHCaR/OyBstpF2vBqlWr4p577mn66WvL+7TDcsDJE/iu2O3te0K7O+64\no9Hq8aewLwunXzQnNNEspwl8OOCAAwa+jyZ+8803D7Sfnp5uTszQjWblcXIqR+t3rUJb6tACbB1z\nVtqyb8NZlA2sBWiJmdXAGhq0QmNplUTbQ0vBaoi2g8YB0EjWrl0bEa025zpYgLEiB8jZwoULO5o0\nNOCHBj9cY8rjXL16dUS08s7cXn/99b3tH3jggUZrxYqRZf296aabIqJdazzDVgNoZL7pd6Ys27SF\nh9DH+gBooNCArKKxm488k7mlX9fHimg1ZfuLZBY61iIaKOuHV1tHoRH/Hiwel19+eUR0LRgReRbs\nvrZle6xHjBOfIOD8ZPB5+fLlnflBnpFXLBJYBW+55ZaB9vCY7zGnyInnFL5gZXn88ccbnmf1SukT\n2GIPkOUXvvCFEdGuK68H0zIxMdGMF8tLdiPB/MNL+2MCfptYD8wRMpzlTItoedYntyVtzD+0s9cg\n0wBZ59YFvtiKXI6DvZJn24cUIFvcSOy9994D32d9AFtbWReuMxnR8tB7tWkF8MX5uOjbPHe1D+Z+\ncnKy8yza8rto65d5nqFapCoqKioqKioq5oh5s0gtW7as0dSBI2wAGgqn4LIYMlYMt/VJOotS4CS+\n2267DXzPmVoBmscjjzzSWArwM7C1wzXSnIHYlhw0evjiukbW1JYuXdr4RVj7M92c3g888MCIaDUw\n+OI7bzRRNAz45vv+iMFaRn3jy7KD04d9q6yRoFFAw5VXXjnwPD6HJxGtFuMMxOaL/W7QMNEGbdlD\nU+WZ1157bUQ8o8FYS2e+rSFlNeUY9ze/+c2mz4h+nke0fN1mm20a7R66MisAVmDWUp+FsRy3x+Bo\nyLJ/5gNZyqx69O31XEZAlnA2bawBzGlJi3nMZ173Br4gaNysQWukrEmsw/CF55XWV7Ry+xlhBTTP\n+S6yh7VoWJZy1s0VV1wREc+MObNIY0lDzvHp8V5kiwz9OVu727MGRkdHG+uV93PPJ3ICXzILxa23\n3hoR7Rwg6xktm2yySWMhY5263Bnj5naBvpHlrMIDfknMP+vE1pFNNtmkY/Xok9vyWTzb2cUzvyT2\nOPvMlXxh3Ox3rkdneYEG5Nw1WW3Bguc8Gx891k9pCWT8zB/PhhbfSCFz8Iu+oNHtAWMs60VaFqHb\n8+79YxiqRaqioqKioqKiYo6Y16g9TpacnF3PJ2u/bNmyNHrA1hHnqPDp1bW4fO+anXZXrFjR+U5W\nGRuNy3WarGm6/hXgRN5X94/v2NplWlwxG03BWhBw/SbaZ3XfoKfsE2S5OeALp37nzwLmM9/rs6ZB\nn6Op6NuyZflA03StNmANFE12amqq4wtmHyFr4uY5tGNldY1F919GRTFPWeSk14u1QPPcNSiB5ayE\n86n1+UdEdP0zsAbb9wFAG++jXfdF1DAetHNHzpqHWE08n7TP9hfze6YadPDFNTS9/p3LznnYMgs2\n7/OcxYsXd/r23oGVw7w1LbZMZXucrZHj4+Md+t3WdTGxHmWRUpklxygt2+xbWTSzfWJsWcraOx/X\nTL54tihl0ayO7qa9o2EB/PLe5bxTJejDkePIEvC6cW67YXs6/dOupAVeeY1llld4zpy4dmVWJ5R9\nqHy2ee7obvZe0zgM1SJVUVFRUVFRUTFHjExnJpff50NrIeOKioqKioqKPyBkx6VqkaqoqKioqKio\nmCPmzUfquOOOa+7Qs2yj1CyjNlt5f+2og7PPPjsi2po/gHbOnkqtPer4cD/LnbozO7vW3sKFCzt3\ntvRBTaGTTz45Irp5b7h3hXZqkNEe4AvCXThjoO7P8ccf3/TljM6uhUb9KVsDfWcOLfCczxkjvjO8\nnn/++U1beEVbR2FQC4k58l03NLsenvunPTRMTU11aqHRN6/OYA4PPf/2kYCvZ5xxRkREnHLKKb20\nPPnkk804Xa/MecNcQxHZok4ctDjqjfdpT52o0dHRjp8hfzOf1JTjc9dBA9Taom/XtATIEevuuOOO\na8aJLCGvrEHq+L3vfe8beLb97nil1pbrmzkaFD6ed955TX27zPeLOfjsZz87ME5rmo7yo6Yc8uV8\nQ4xx4cKFnZqSHle2/l3fjr7tf1Wu/7I9+8VTTz3V4eEHPvCBgT6ggXFCP+Nkv3BknH0qGSv188r6\nkI6E8hp1xCNgvPCF+Ue+TINrs7KmFyxY0FkX8Mo1JR0h5/XNXsT6B4768u9R+TsH7EcFz4866qje\nvgH9wEdk12seIOsf+chHmvWf9c28ffjDH46IZ2rsluNxtCbtv/CFL0RE97fLud82btw4UH+wbOOc\ndbxSPxXZBfYVY/4/+MEPRkQri2WdP8bCvFJrD1n0GcRzBO0ZqkWqoqKioqKiomKOmDeL1MjISHOS\ntDXAsFa5cOHCjoXBbTmlO/+NT+2OkOAUm0WngMnJyU5kgr/jCLFh0QmuNQQ/stwt5bPNI7d1zhme\n4ShH4MhC194qx2ZtzJFzRmYNyebI/VjT7cvibb5YcwSWQbTeLEeJI2vK5/k9W8NcA8pwtM0wPpbP\ntnUmowXAhyzrvK2JzoXVRzvPpu8sLxifI0NZLjPTYhnvi361xmyeZ5GPbm/raEZL1i6iKyu2pDki\nKIv69LhNe19UWJZlP4ugy3hP+2F5hEBpLcoigh0hx9rMaPQcOqLKvC/3NEenmeeOzvbcZFnpHXmb\nZfyfnp7uyBjIqg9klv2sHZ/7ZqTc68xDr+dMFrN59liyfcc0lnTxW0IOvGx/RDazyhZ9NWgjulF+\no6OjaV1G0z8sR5VRLVIVFRUVFRUVFXPEvFqkfHLONFhOrpwwly1b1qkEDnznzymW/BDWGFzNnKzJ\n2f19+Ty0HZ7lvunDGpg1B0B+FF7xT8hqM0Xk2l52qrcWl2mi9hHxHXLZf6ZBZvPJnNhamFmqrBVk\nNEd0eWStznyx3w3wXAHnsCppy7QX+2fYZw5k/LLGCUrN3HLcVwuv7CPTxE2z12aW02zJkiWppcV8\nseUq8wUBmeWBsZTt7QPmHDSmzTnebEXK+OhalVgyy/b4etjS6nxCwHm0rBV7/tmbGAOa+lNPPdWh\nm3xZmc9blqnaczWML6WlLsvdZSs3dNuvBtjKyDPYP8zH0rKVyQ5g3hifb0eyNeqxZTcZ4+PjnbXn\ncQFkCQsLfMjySDGHWe68sr1/JzMrL7CV2HOY3ez4b8ZU8gXeMU5eybeXVXCgL0CBubIAACAASURB\nVCqIUHXDvxfAOcSefPLJzu9a5kOb/UZnmNeEnN4wfPgxYMLExES6oTNwmE0JFR+w3Cdg84OxWWHR\n9evXN4euviu3iG4SSG+o3sy82dG/k6OBRYsWNX17czYPnWDOJlcvUpuuae+ki+V3s2uULKmd/3bi\nQuDNOzuYlf/3BgqfssAGX/05UScgMR39Y5bebLPNUqdZH7SzqywnJuUgjVxkB7Xp6emGDvr0ZuSN\nE7lnk7a8WE7849dHi8eZHUbdlw+a2UHSV0UOlCi/67IS7guw3imV4mCDviS4Ea2c0H/fdYrHO5Pc\nRnQPafCzdOAu4cAPSstMT0+nV7tek5lMWUl08sRs3y33DQd8mO7MJSBL9ujDTnYt1SfT2T5nGp1w\nN3Nspp1dB7xflA7OjCtbFw7WsKxlV9tOBkr/ZTJdX8n64GBZtIIBmLvMFYRDEX+zPkpa6JNybMi1\nA8IAxc3ZsyzDppF+eC2v/rIk2F572fkiQ73aq6ioqKioqKiYI/5POJtbK/JJ3e02btyYmtycun9Y\nqQTg0g++IjDGxsY6ZVfct7U5axrWpCiYigUCYPJ0/wsWLGjMlra8ZOPLeJtZgXw1lmmZ5Xey1P3A\nzrEO3x2mkfoKrGxvGoYlf3X5FZvuLZv87SLRo6Oj6fVIVrQ6uzawdpRpXmVJIWvQmandGpdDyoGd\n0X2V2XdFbitGFiSRWUsyc7odQo2yfXb9ZxM+sPyjibvgKbC8OFijtBplVy2ZNcjWDxdBz0on9TlQ\n2/JqixHavcv5mHYXge67Ti1pKANkHFQAvP7t0G459xUnV4G29JuW8sobOc9KhPlqN7PUQWNZCLcc\nS5811YE9ICttYovusCAVMNP1mwMeTG9mqfFeNSxgyjT20Y5ce76zK2wsSsgsn2c3GL6Opt9Fixal\nbgbmS/Z7maFapCoqKioqKioq5ohaIqaioqKioqKiYghqiZiKioqKioqKit8x5s1HivIJEe29NHfe\n3EtSfoDSCbyPX1BExP333x8RbZp90sNzn8p9LHeh3PWTwj8rncIz8JUgRTztJyYmmvtUl/KgremG\nFu78eaX8gMssGNwFUzrhPe95T3OvzniJ9MMPAb5QfsS+PY6AoXQCZRaYE/hGO+61zzrrrIZu4Pv4\nslRBRFsihM/vuuuugTHQ/p//+Z8H+ALNzA3fW7BgQSMrLhHEHMF76Eb+KClCqCxwJOlnPvOZiIg4\n7bTTIqIb/bZx48amb+afchL4vBFVZX8T5ujtb3/7AM32qaM95Q3gy5NPPtnwzD6CWbkiotWYX+SI\nvinjsHLlyoiI2HbbbSMi4r777ouINvSYcjinnHJK0yeRjdAEb5FzxrnddtsNjNcRtS77BP+QWVKa\nEBl0+umnxxFHHDEwTkeb4V/DHFF+xMld2VfwmSzHWdJq36Knn366WUNHHnlkRLRy7jB2ZPL0008f\nGCc0Oz2E55/+7Xu1ZMmSpi08L8umRLTRzIyT8TBOaEH22FecFJF1x75YRlTZb499C7lF9rxPuNTS\n3//930cJ5Al5cAki9rqFCxd2EqYyn8gWexHj45W58b7IOmIPgs+sC6I/KW9y4okndsp3sTbpm/JT\nrDlgnynauxSOfzfpn+eec845zXyy5nbccceIiLj22msjIuK2226LiIhLL700ItryM/SF/65/P9i7\nXDrngQceiIhBP0HKlUGL5RtfKPpm/pGt0tep5I9LBMFH5oi9esOGDR3ZYv2zRzu6G5mkLE+GapGq\nqKioqKioqJgj5s0itW7duuYUiIZOdFoWzcBpeptttok1a9b09uucRFlBVOCcPXyPk6nvRNEKHnvs\nseYz6M+iTbbaaquIaE+3aOymhffpD82Lk7qjX9avX9/0OSz/iaOvnPvJgG/33nvvQDssE8xFRDcn\nif82X7KU/mjJ/hw+OKKiL/oJLRUNCp7R9y677NLbt/MAZdFJ5GuiXzTziG6OKmhxKZSsXA3v8z0+\nR34MZPbhhx+OW265JSIidthhh4hoNU6ABQnZcsK8LGJs1113jYhn1lxEV/MG09PTzXq2NdiWJnh9\nxx13RESrUUKz5YW5wOIFDfCnnFNH8mSRfqDUVstX9pwy/01Eu86Yd2hzpG1JryPksPJllmcnqmRu\n2B8A7zuScHp6Os2XxLqlb3L09CX7Ld93BOqwfWNsbKyTiw6YH8yZE22aBvjGvMPzvmhmxsz8Ma9Z\nKRR/nq1/sNNOO0VEO8fsC+7/iSee6JSRgYe+yfC+UEblRnRlGUss68jroZSBrbfeOiIiDjrooIE+\ns1xcnjPnp7PsMqdOQu0yahEtz1y+x3nlAHODhYnP6SfL9YZ1sYwk9XzSFgsatKxatap3nBmqRaqi\noqKioqKiYo6YN4tUmRmcUyCnXWfw5US5YsWKiHjmZJnleXA+GPq29Qug1VvzBD6RoomvX7++sRRk\nJT9cANe5fKw1Qgsnb5dAsAaz+eabN+OxZcraS2aByIrXctr3qd95U8r3XCIkO80zDqxEAM3z1ltv\nHXjfuZ1crqK0BNm3ie+gMTEeo8wKHdHNWA3s54JcLV++PM0mj/aPVQfrEFYzwHpwpm/GaxnFQvHY\nY4+l1gmApSrLk2TrGGuNdjfffHNEtJqbLRj33Xdf8x6WZeTYFkZkE2sIMgzPSx/I8llo/ba+lhYs\n+8Ix31n5HWv7nl+vUVuJXAGhXHfInC2M0Oi9yFaQrJQScK43MD093ZlPLChY/e68886IaPlUWlYj\nutnj2ZucdR24nMno6GjHugcYP33ax8cWSdYN7W+//faIyLNvsyZHR0ebcfUVz41o93PGhdwzN7bU\n7L///hHR8hFavP5KWjILm2kp/S3L8bkMjceJfDHWvuoWe+yxx8B70M13LUPe983rrJA8a9g55Up5\ncX456EUu+ip4RLQ+kYzbmdwBc9dXLNptGT9t2bvMy2GoFqmKioqKioqKijli3ixSm2++eXOqtQ+M\nT6ScXO+5556IeOb0y4nZp3ROqS4YygnZ969Zvacsc2tZUNg1nbJTemb18WmXk7a13Cyz85NPPtmp\nsZYVI0abc/2mbLy0QwvglM9rSYstUs4Sm/lTMFeOgPP8ozXAPxfCLLUpPsOfwlEm5iHjwRrkiDrz\n0bX2wMTERMfy4uzBaL/24wO2xKCh8X0/k7GsXLmyE21ii4ELhKLloS27Jh3rBKsRcwCf+jKI4z/H\nuKDbfUMjssU6cr0uj5N+Xe+xHGtWzLxPViK6ma1Ni+HIQct6KS+ev6z4LmActuRl1QccWQTt9qWK\naP3KHKWX7XPsn2jm9nfymsZqVEbiZfsioK1rlnqfxAqKFQX+IVee09Iq4kz+XkPIPzz3nmXaoRU+\n8sre7d+XpUuXduYdntMX6MuOX9Ls3wv7Flp2S0sYvCM6j9+NzP+Kv22ZyQpFuyh4Vuw8ol0XtHFl\nC8+nrb+2uGVzCkoaskzl3I7gS5ZVH8lQLVIVFRUVFRUVFXPEvFmkFi5c2Jz+0ExcSRtgqShfs9pZ\n1s6yGkvAGizt0chMC/1PTU11NKjMquPq1lmtNecA8im/D9ak4ZH79p23eW1NCiuhtWqsAaXm7Qra\nrq+U8d615exnAXhmWWux7L+UAUfOoVExB+4bTRJ/N/iQ+bE5n1bpF2YriC2W2bwD+1nYQpv58S1Z\nsqSTO8ZabZ8lcSaasEQBLDH2JQKbb755JwISfpiHtMs0T1uwGBNaIzRgRSjH6lxk9o0yLdDqWmuZ\n7LoGXaaZR3S1eVvSMp86+69lkWPQauvi2NhYar10tGkWnQyttPP+MMy6/sQTTzQyYkua8+jZmm5r\nqi30nktbILC+r1+/vmPt8LrwPEOD5Qg4Gti3CObjihUrmra+/TAtyLNpyfz7HBnniOxyTrBI2hKZ\n0W3fW9f/NC2Zb2FfhLp5zt+Z1djzbB9C72n4uTl6/Omnn+6sC37fsI6bFu8XGapFqqKioqKioqJi\njqi19ioqKioqKioqhqDW2quoqKioqKio+B1j3nykqBMU0b0Ldt0vavOUfgnOtUMtHOo4+T6au17u\nRM8888yIaOs40d7+OrR3LbfyXtY5rajjwxiz3DVY5qjjRG0+A9q4t4Yvp5xySkOnfXug+5xzzhmg\n2+0A9/PUZjv++OMHaHQuE94///zzm7pMwBlq+ZtaSPDcNaR8p02dMNrbkln6P9C3a+3Zl45xw3P6\ntl+Gc/QgX65BVkZBmofvfe97B+i07wO+QLSHFmi0Txh8gRbqfm3cuLFztw+QW/PctOBnQT1E5tQ+\nAvapQRZPPPHEjq+Cc8vQN7IF7OvmWpvmuf3TeD3//PPjne9850AfribAd6n7ZVoAcwBfqBMHH00r\nNCxevLgZJzXf7E/kyFp4yH7hNca48Vc699xzB2i3f1tZB5S9iPpjjqRjnOwtrkFonxrXO/3whz88\nQHsp6/Y/y/Y5y5jrRNLe+wp8ct2/vpqlzJd5zjiz6G36pjYfPLfvlGsvwsfjjz++E9npvYj1zJpz\nDjzAOmL+qRdqH7E++YInjozz3mR5Ye7wmcPXttz/S76wP9g3bcWKFc1vEbQwPkcO8sysjh+fe8+m\nf+onOi/Zhg0bmveob1nuoSUfHCnL+s9QLVIVFRUVFRUVFXPEvFmkyrvGYW5afbmPskg2W5acRdXW\noez9LLKqjH5x/b7MYmJa+3JrlH1nmcJN0/j4eJolN8uXkfVlWIuaCTzLURgZLbaKmCY/01qTNdNs\nrH3I5MZZ511pHNgSxZxNTEx05sCalvni9o5i9DOyqNDy/1nOGfeRVQYw3K/5U/afjdPIMnTbGmBk\nkXIlHNnFd5yZH6Bhm+dZHiFbwvl8WG22vr6ycWTjzyLxzPeZ1vZs54h2ttRk0dLOGzQ9Pd3Zg903\nsPXQ69/r3bJolBFplvc+uTXdZftszfZlze7D5ORkh2fD1rOt4VkEsb8/LMqvD8OqT/BMbok8zwBL\nlH+P+vie/T5kayiLYsz2uqwW6+TkZGodzn6jZ4tqkaqoqKioqKiomCPmzSI1OjraOaFnlhpXlC5P\n4lmOEvfVl1ujfN+5Puyn4P4nJiY6Wonz32TZgxmHNQxnenWuD2fCnpycTKt0G9lJPMts7my8mYZe\nwppUVgvMp31r0ln1b1tR7P9WjtNWrswS54rrINPc3V9Wq67sI7OOZtpuaeUqn+ncTaVm72cZ1iQz\nyyzIMh5nlqypqamORTWzXtknKtMKM9pmso45B5vnN5tP84/veX/xvLPenMun/P9s8wJ5/LYGef5p\nbx+Zvr5dg5PPnf/Hz56NNbTve+Pj46mFOpMtr2vg9U+OJ1c6AH259DKeZxapbL9zriOvZdMyMTGR\nWof9/jBrybBciDPlesosbn17aDkO5IPfNlvNTUN2C1PSzjidPzKzjtkSPeyWyb/55R6Q3XZkmd1r\nHqmKioqKioqKit8z5s0iNTY21rFEZNq0rSYjIyOdDOaAkzQnYrLcOhuq4dMu/WSZi9evX9/RRoZp\nGPbXsPbiLLIek8c6MjLSeeawU701j8wXIPOl6dOKMhqyO3prRbZguD9rgb63LzME+9m2NJj+rDZd\nJouZH8/SpUs7/lTW+tyn22djyPzVyjka5vuW1UPMLJLmubOtW45GRkbSepWZtdNRTJlmav810GfB\nsrbqTMue/7JSQdkODZzoV4CsOarHfpwlLZlvT1+0Xd+4svWE7OLnVdLUNz/lK+NgXoetf8M00l9p\nyXFGd7ellqD3f69Frx9oZo7cf7nXW8695jxH9gnMLBX0C5+zuoILFizoyFZmqbMlhf0tqxDA31mG\n71JeTDey4z5AFlGXWXCyfbSvogDzxVzQhnFadgF89M2N+ZLRWvo1u89hvnTDUC1SFRUVFRUVFRVz\nxLxZpJYsWdI5UWZe+5x2S98in6iB/ZT8eXaf6oiRrL5ZWU/MGqa1HWihb0cODau153w55suiRYua\n0/2wunb2HXEuliw6DQyrtTQTMh+ZzJLnvx1B4vp/5RybR3yW1XECzCtaUebHZAtHKZuWlcwq4L4A\n1lP7hMw0/7S3xTWzXjgCiL+t1QP6Y2yZH9PY2FhnPdtqAzJfr2H17cBMUWnWsD1f2fqn1hZzkM2/\nZdG+NOVYrXHzWVZDj/0Crd71/1ybjRxHtopNT0+ntfPsb8errePec0FmwaA9/JuamurUFjXdmYXG\n8mGZppZaZk1jLkva7Rtmui1TWaRcdsuQ3XQsWrSo06bPn7KEaxRm+yTjd3411mFJk9cBz8huMPx7\naBrMR+bUlrw+PzZkxH3h2zYsOhFkVkDvnyVNmW9otp6rj1RFRUVFRUVFxe8ZtdZeRUVFRUVFRcUQ\n1Fp7FRUVFRUVFRW/Y8ybj9Sxxx7b1Gt65JFHImLwfj2irbXm+llLly7tRJFRC+n9739/RLSRLNzd\nPvjggxER8eijj0ZExKWXXhoREcccc0xEtHe43K/yN/fN1Ik66qijmn7xAYBefHeohUTtpCw3lWsK\nUoPIfj1Et0ATNYhOOOGETvQi333ggQcG6Kam1Lp16yKi67dV1iuj74iIbbfdduBzapbhr/GBD3wg\nreNmHwZqIcFz+3wwR1tuueUAX5h/R2sgPxFtbavTTjttgA9r1qwZ4B1+KIzzLW95S0S0PlKOUuOu\nn/49p/izbLPNNg1djBO+QAsyyRysXLkyIto6TkcfffQAjfATPuFDQG0u6pstWrSoWUPQiyxSO8tz\nxPjuv//+AV4yzg984AO9NMMf1iq0n3DCCc179Mla4n3opgYhNDDvzpdEe+p+QSM8hzZ8Zs4555x4\nxzveERGtzLF2dtxxxwH6qbVJ3/Cc9vYhcd1P+IjvEf0+/PDDzfqkFhrjevzxxwfGzfseJ7LK/mJf\nqQsuuCAi2lp+0I78LVmypOER88kaYr1vv/32A7x86KGHBsaJbDFOeM0zGPdnP/vZiGhll3U0MjLS\nieSiBiH7nGUV4PtyxhlnRES7d1k+4At8Zd+F9rGxsWa/QkbgqWttMi5klvW0zTbbDLR3TTn/hjFm\n+Hj66ac3MnTXXXcNPIvv8jvnOqHwbeutt46Idv0zziOOOGLgmXffffcAzfz2fexjH2vGiXw7cpL5\nRBapV8f8u/4fc2T5Yq9jTuDT4sWL4+KLL46Ids/1vPs3lz2a3wvnn2IMyBHrDnlhbGWtWtdaZI2y\nfpnHbI4yVItURUVFRUVFRcUcMW8WqUWLFsUdd9wREe1J/eCDD46IbpQPmkiZfXz16tUREXH11VcP\ntOUkjCWFU+xvf/vbiOhGp6DVEOmBxsLpn9M94JS/ZMmS5sTLez5hOz/G3nvvHRHPaK0lTR4nWh20\n3nzzzRHRH1mFtsOpe+3atRHRWgE8TjQzW7kcGQHfbrvttoiI+M53vhMREfvvv39EROy7776dtvRF\n35zu4Q9w/hv6vP322yOitVAAvg+/9ttvv4ho+fHDH/4wDDTsK664IiJa7RaLJGDO0FSuv/76iIh4\nwxveEBGtZQ8gm/fdd19ERBxwwAER8YzcIHuAv7EYMCfIrCNIaMdcYgV64QtfGBHtXIAy4++VV14Z\nERHPf/7zIyJihx12GGjr7Pi77757RLTa/b333jvQHlqZk5e+9KUDtH31q1/t0OIcMsxvaTmMaDVJ\nxsMz/uqv/ioi2jkAjjj88pe/HBHR7AF77rln09bRha7ThrWzpDuilZeDDjooItq5MC3A0T533nln\nRAyuO56N3LIPvOhFL4qIrmwxN5ZJ9iTz0VZ05mbHHXfsyDn00je0XXXVVRHRXaOu1oAsY+FZtWrV\nQHv4yHOXL1/e7J3sA4C9ZquttoqIlvfORG3anZ3/lltuiYh2vwTI17p16zpRauxNpgWrz29+85uB\nz9kvAXzi92G33XaLiIivf/3rA++DxYsXN3RD76te9aqIiM5+4ezjrB/G4HFCC/sEv6PIcCkvtrA/\n73nPi4iI6667LiKi2T8A42DdMEesceYOwHNe4SdWsr48UuylzEkWte/cV9C01157DTwDMEb6h29P\nPvlkw1PA/LPGbrrppoho5d7zn2HeDlKLFy9uFtib3/zmiGg3lhtvvHGgLYxlsx8bG+uE0AKEioPR\nj370o+Z5ERH77LPPQHsY61BThJKNAyBIm222WdMXE+lFZDMx48uKrzrkFtoQNG+kk5OTzbjuueee\niGgnnh8ZQB8sKK6V2DjcN8+G53/2Z38WEe0BtTwE2tzLouM1+1H3hvEnf/InEdEK9Te+8Y2IaBcO\nGw/8fOUrXxkRg/ICz9nQX/ziF0dE+wP37W9/e4AWFj5zwwER+YKvgIXnA+lDDz3UKW3j6x/mJCtL\ng2yVP0YRLc+5MnP/Tz31VDNOXn0YhdfMJz9y0OZrVuYIXl9zzTUR0fKnr/gvmw/rwpsWYH65duUw\nutNOO0VExA9+8IPe73HgesUrXhEREYcccsjA+32AZyhtXv++or3hhhsior0KRJ4AfGSOkBtflUe0\nssGh+41vfGNEtHLswyv7hw8vzKV/YJxEkv4eeeSRhpfAyQzZ35DjTHnlR8ipW/yjTv8oicuWLYtf\n//rXEdEtYWNakDG7VQArfezJjNeHQNrffffdzRUm+2RWbJm+OSDC86y8DUAZQBlk/N/61rci4hm5\nQs6RU9YzP9qA+YfWP/qjP4qIiG9+85sDNAH/9v3t3/5tRLT7cblHs79DLwrmS17ykoho5fjHP/5x\nRHT3IOSBdp4jlxJCYaF9aWRwyo1sPwR2FcFYwPhs7HDhZA51Dz/8cGc+WWPQxxUlMsa+MQz1aq+i\noqKioqKiYo6YN4vU1NRUc2pFu7n22msjomvyRBPj5HnLLbc02i6mVcApHc2A72INyEqEcKLmtMwp\nNksONjEx0WjzaEY+7dokjeWE6xdbgaCB8XNdgLXAWuPY2FhDD9+hT2uBLseBZoU2aA0TPuyyyy4R\nEXHggQdGRMT3vve9zljtZO5EpE6SCt+wEqFxYQXYY489emnne7/61a8iomvhiWi1MTRtLG9oYFgs\nTTvjRbOkH1tH4R9jQnMbHx/vmIHpE00S8z/jzJL4YU2FNqwkto6WFqnnPve5EdFeRXGNAJgLxvWT\nn/wkIloN3NfS8HzXXXeNiNYitfPOO0dEyyc07+np6WZNwjM7ywJkB2sBMsYVtmXXcoUsMtaf//zn\nTVsnb3Tyv4zn8AerAFcXvn6zwzM0cVVaXmPxTKxDtP3lL3858Ezg4Az4g1XA+wv7gp2vH3744c41\nqx314TH7Z5Y0l33FlhzPEWPhOVtttVVDly2pvmZiX8ey730RWtijoAnromWX/pctW9aMlz3aLgz8\n7Xlmn3ByUP5Grr773e9GRMSrX/3qiOheBY2NjTXvYc3NChzbeZr2WGBswSxvRyLaPZ09ukyey3pm\nLWJ5wjrGngMcCMCc0I9dR2jPLQR7ARaw0hLs0mDw1IlFgRN3QgvWIluksgSoExMTnd+5bF/Emsq6\nHoZqkaqoqKioqKiomCPmzSI1MTHRaGhoz3ayBNx58/luu+3W+K5klhdOrzikAd/Dor34Dt2Ov+5/\n48aNjYXAFgTACXu77bYbGAfWsqxcCVqxQ/btQDo1NdUJBXUYPHApHDQHTvf2kXHRSiw6vI/D7CWX\nXNIpv4DlCJ5mafnRarAw0De0mR9Yl+ysXPLdtNi/Akf1yy67bGB80Ir1B63XzsnwD7njddmyZc28\nAuhEo2KukJssuRsy6SLW1o4Z45IlSxrrJXRjMcLPzP5a/O0AAUA/aLBY//BL8LpYsWJFszaQQeTW\nZWXs4IsPCTLKegFo3vARixf94lz7rW99q1PgFvnG8mI/RpfT4BXriB2lXTrC6UbK/plHtGB8pbB2\nZeWrTKOdkIHLO8HvBQsWdHx5GIcderOyJcwRew408X1bcFwGZ926dQ1dthiYfuQaa2dWQJd1wziR\nXe8X8AlrS0Qr9+YLz0beWc8uc2SaeTY+Rsibf4/Gx8eb+aYNltTMLxFrzhe/+MWIaHlvvjj1za23\n3hoR7boqbwLgHesB/1Lf/gD45f2T3zpbPF1Kxj675U0A47ScI6Pec225Q06Qq8yaDr8yv67yPXiI\nlYtzg/17M1SLVEVFRUVFRUXFHFFLxFRUVFRUVFRUDEEtEVNRUVFRUVFR8TvGvPlIvfvd7+5Eb3Av\nz9+UQiC3A1iyZEknOuess86KiDblO/ev9q/ge6STJ80+7bif5W6cO1Snwl+8eHEnGSb0U06AUgX4\nxjgXi9PsUzrD9/TOF1OWiPDdNH1CP6nwKW1gvtn/hlI7lAigX57DXTv8vfDCC5uyKdBnXzHGTYkI\nSmHgO8Kznf+D9vCxLIHh51BOgPk3r/ku/geUQqDMBu38yrOQL8Zq+ShzvFx00UUDdAPGaV8HeE57\neM74aA9fXMYnohsJxXgZJ23pA7qdeI91QRkP88G+NJROOPbYYzvRY/Yvoe273vWugT4tizyD8jaU\nfAD4lkAz6+XjH/94I+eOrnOkELJF315j8IVnwUdo99yUfzM/Lm3Sl1g4oi2zwvp3KRn6Zg2yXyC7\n9rUq+c5eBN2sMfcNmP9Mzvk+46ZcCfJVykfWN+OED54bl+WhvAm04LeDvDD+z33ucxHR7tEbN27s\nyArf+cxnPjNAi8dJe2jzOL2/eM8uy5vBK8sivEK2oBtaXL7L+//JJ58cfWCOGOsnP/nJZj6hxfsF\nYJ9j/TuiDt7zN3yEFvgGH6B9amqq4QmJd112irb4dpF495RTThmg3T6DPIukyy7NVc4R32VvKX/P\nI1rfMOeXY01nqBapioqKioqKioo5Yt4sUmNjY82J0jlc7EPFqbk8kdpyADgx+1TuMhOAUyunYJ4N\nbY5OoJ8FCxY0p3o0K9Pi0znfZbyOIKEfZ/625gUWLVrUjAdafLov25bjp0+PD1jTtoZWjtUagu+R\ns9wtHhd/u0SErQU8r48W/u8SISDLl2ONyyVV/H0Xc92wYUNvCZ+SFr5rEskLHQAAIABJREFUixNA\nC8p477xDtNu4cWPTFhmynAOXRKBv89xz6bly/6Ojo01fjI/veA5smbOGbjm3VcFz3Ac+s6x4/om0\nZO9xln6vUfPDEbblHNm64XnP1omjsXjf46Vfr82NGzd2eIhsOidPxkN/7vItnlNbqqanp5vxmYem\noSxsW/ZheB2ZXzONw30A+vItAfPbJ+fl93yb0reOvI4z3iP//u1xOSLgOfCeVLb37Yn5Yh66tJLh\ncZaWp/L7tqaXNPDaR28ffF4wP00br+U+k2VP9zzSzha7DNUiVVFRUVFRUVExR8yrRQpYG7Cm7pP3\n2NhY2jbTJMgOnBXnJacRp2IsE87dU2ZKdtFQ1+VijLTDJ8inXpDlrPKdOVi0aFHHf4I2fdarsi8X\ndpxJq4voamIlX3x3PQzQ5jvu7N7eVgWPqczHwjicNwvtLrN22LfIzwLWuPje0qVLOxncnasHHtqS\naThvTMbXcqy2dmU5p2zVQzadY8UaZZbzqBxrlrHY82n/EvM0G6+1YNqX7zOf9GEabO1ALmjvcWUR\nxvaLpN/SKgldpRV7JtgfxRYpWweclbnUojNrheeTds5UbZrI1eP8acAWuZGRkdTC6Hm2Zcl7ka0F\n8Jj1Y9qZw6VLl3Z8dbIbCX/XvoFu77xZyJ1pWbBgQSefXmYtz6yg2Y0EyCz8JR9tMfPeYp4zHvPP\n1h4An2w1ol1Zd9N+yyCzvJnmYfunKwEgL3351bz/2ye4WqQqKioqKioqKn7PmNfM5o5KyzQYZ5+e\nmppK6/Jk9Xs4lVqTsoXGvjJG6VMEXbyX3Sf7WZkvkceQWQPAhg0bUr8LW1QYN+PkNE/f9pXKsuny\nPGelLZFleAfWMKHFUVjAlh1bsErrC3T5Hp3xeZymxfJjzQu5sEV0yZIlaaZ6Rw7alwHwLFsL+J4z\nIcOnkZGRob4gmdbqWpOAtWj5ymRx/fr1DU9ma1EzsvaeU/jkKLiIlleZb1RW385rDl7bImE/Fvdb\nWpWhi2c4ciyzSHuN8jrM97CUG4/TfoY8w5Z40wLtyD2RVl5H8K30OcysfMi9rcTZ3mK/nsz3DpQW\nT8utLbWZz5AtlW5vq5grRoCJiYnOvmU/POBbA/svmnZHOQNb48u+MkuU59OyaHk374nmtnW5b0+3\nVY9nETHvPRd5gVZH1nqO8Hv0Dcdjjz3W2efsSw1t/r0chmqRqqioqKioqKiYI+bVImWrgbVm4Hwa\n4+PjqSbtHEOc4q31AEdtuE5PlqNlamqq449lzSCLTnJfAB8bxovWgxbY58fi3CuOzgC2uFgbympz\nQROn+z7LjnloDPMzsW+Aafe47XNSWiScg8cahu/VnR/Hls7M18S+AhMTEx06bQ3xszKfL/MROTIt\n1obL72bRKba4IIPmi6PenPsoi34q6XFUGTBfbEVye6wh0GxLZp+VGGRRrAAt2NZx+zcCywUWHc9t\nRKtJMy5k0JZIwOf2FXKOIsCzzefJyclOBKl9IlnXjpxze487W+v4pZQRZ/DIllRgP6TMUgdPXYs1\ns0y5xmXZp606WdQq8J7OXNi/M/MdW7x4cad2pmkCtrTaN8hz6hsc+/eU/fs31jUGTUtm0c2i+TKr\nc59lz/U+7UtoZFbwzKfSfClvHbKbGmTRv2+ZH5ZRLVIVFRUVFRUVFXNErbVXUVFRUVFRUTEEtdZe\nRUVFRUVFRcXvGPPmI3XcccelGX4BNYWoQdYXMcDdJnWZyvpjEd38FtyXUjvJ9aoyPx/qW7l+Wvkd\n6HJb0+3Mvq6dZb44CqOsQWXfJ0epfPSjH42I6NQgy/Jp0Tf18DLQ/pOf/GRT28j8ADwTnlPHyZEg\n9j+BL64T15eNmL6pnWSe+29qkGV88TNcD8v8Hh0dbeaHmlKe/yxPCu1Ni79nvlA/rQ98hxpRzFHm\n8wBcU3JY//Dl+OOP79BtnwfXTszWP3JA331rrvw+7c8///yOLLotdLvu30yyFdHdXxytV66nsv7g\nTCjXUES7LuzrAlwn0LXZSvBdaoohW1kknfcixmn/G79SJ7JvrJZbxknfzvXlXE/wnH3R0W6mhbGW\n8pLtvawLatBl0amu5WrZBc67Bu3vfOc7h97AZHOUyaTHmUWBl+si2xf9W9RXx7OE5QFZpB5etq+M\njo7GmWeeGRHd+cz449qMwFVKmAvm6LTTTkvb850PfehDEZH/Rnv9s6YzVItURUVFRUVFRcUcMW8W\nqRLWFjOrUHnitqUh68vRR7PNr+PnzASfYvvoLZ+V9Z09y7k5yveznE2Ousmsflnfw6Kd+vpw9uxs\nPMPqwA3jubNz9yHjbRaFl33PfLPlqtQeHQk57LvDaM60JLefnp7uzFcme36dzVrzs2bqv/zMuWuG\n9Z0hq02Y9Ve2ne2eMmx9ZM/K1ttcMNsM72CmNevPhtUcHOYqm1mD5oKsjmNWwcAyC4ZF1pafZXtS\nNv/QNGxP99990azZb5WR7UUZjZnVfTYY1jbrO9s3snqifVGeHuewvevZ0p5Fx5f5J0HGu2F7tVEt\nUhUVFRUVFRUVc8S8WaRGRkaGatp935np84hurg5rLdaOsxpBWSbkMp/KTBWuZ6LTvgPA2YftA9KX\nG2hYNu2MFvMl85nIxlBa7rLs8hmG1VQcpgXOpu9hPlJ+Zvb3/wYezzAriTVPW94yH4hSFjP6s77B\ns53/meZ8rnnFMpiPtlD19TeM/gyZtpwh860rv+t5z3ygyKfjdZ/Jy0zr59ladbL5HEbDbJBVR7Dv\nZ7bOh9WYy24Ryrkfts/NxpJS/m3LU/b7Un5/2Brt87cr/872dD+7b11ke03GF2OYVTijqe/5rn/p\nuoX+LjnPnJcsyzvHbzr9krdq48aNQ9d3xtNhqBapioqKioqKioo54v+Ej9T/xkow7K52tsh8SGa6\nU5+ttmsrQKZhWIMd5s/Td/+e3e1m/Jgtn2aak2G+YMP6nK2/xrC56etzmL/WbP263H8fbZlfmunO\nfEFM02yfPZs2mZUr84UbZi17Ns8YZmEexvthc9f33rO1SGYybI3UsjeTb9T/1tqZ8dP99VnfZuv7\nNsznza+ZpebZ1FX0Hm05ebZ7d8aXku7MUpLN3zDLU4Zn4/+XWRhnu58Os/7M9OzZ7ncZstsUWzD9\nvPL/9lvOqol4DoftRbZ0lc+ZrWzNxg+3RLVIVVRUVFRUVFTMEfNmkRodHX3W1oPy8+xk6RPksBOl\nNRKf/v15nyWGZ2R5X4bl7vGz3T4bQ8kDf2dYNOOw9s/GUjNbCxTIIopmaw2aKVrFWvqzjRBz37ZI\nZHl4pqenU+12thFhw3zHMixYsKAT6ZVphNbWhkVtzlaD64vay6rce5yznaOZ/C4yzFamhu05wPwy\nn0qaMt+gZ2sdyfYX0zTTe9kzh0Xx2YrKq31HZ7IOD3tmFvHlfob5iIG+dZTRMkz2spqSvwsZnas/\nY9aPZbB89lx9gYZFO4LZ+k6V/7dPVMYr17uzH6znyPXzSsvUbG8/QLbmjGqRqqioqKioqKiYI2qt\nvYqKioqKioqKIciOS9UiVVFRUVFRUVExR8ybj1RZmwtwF8r7F154YUS0dX+4U52cnGyiBFzfjJo/\nTzzxxEBfK1asiIiIp556aqC9a4o9/vjjEdHmnthmm20ioq3NAy0bN27s1GOCfmpKUSPIeS64T4Z2\n6sSVfZdgDDyPOk7HH398Y92D7s033zwi2lwbH/7whyMi4qSTThrgy/r16yMiYrvttht4v6zjV9LK\ns53L6vzzz29qhIHMX4c6TtTlIt8Hd9rkF8nqftkvo+SPawpCLzSQowfaqBF24oknRkQ7R74T531o\nZ6y+lx8bG+vUN3QdJ3j5nOc8JyJanrvWlv2Z7DvndVF+h/Ex3nPOOSciWjmHRl6Rc+YA2k8++eSB\nfpl3RwSVNQ5pyzrYbLPNIqJdc9TOor7dML8Vau3Bc8YEDc6I/fGPf7xTCw+eIe/IGDxnXTjCB5pZ\nR/CFdcGzH3744Yho19HExERHbr3e7ZeCLLJf8Gx4Th4dxuQ1alnfsGFD857rfkKDecczkBdoR/6Z\n0+XLlw/wi32UdVTuF3wHWpAV6GacjGvlypUREfHoo49GRLvmkF3Tzuumm24aEW3dt3Jd8B3mnz3H\nbemLdYDsMgfIC7KLXNg3iOdR9+3YY49teOX8R4A5Ys15P2QOeOX3Bdk1P/ge/D///PObvpE9+MHc\nWBZd99VrjrUIX+AjtPPsbbfdtnme1wXjca1F84X20Ayt/I38XHzxxRERcfTRR0dE17fwiSeeaOi+\n5JJLIqK7RzM+5IRnsHdlmLeD1NTUVMcpDIbyCrwBTU5ONgLuH1cmhx8pO0fyTMCzeX/dunUR0Qq9\nD3vlwoQefhh9YPKzhpVt4XMn5mSsbBglLbSlTeY0aMc7BJ325rk3Z/5GEMvNwAenYWHMXrxOzJc5\n1zNW+No3VqcWoC0HBujP+oSPbOqWLx9Yyh9o8xD6fCBi/JnjI32CzOGxLGvEOPxD5z5ox8EbWHbt\n4Alf7CgKFi9e3DnwsRllTvXwnM9RdrKSMj7sMJdl+yw4wH0BaCgPIeU4zXvGxCHAiSv7EnJ6nNCd\nHdrdV5ZaABr8AzM2NtbIO/B8WSHy3zybA8VDDz008AzLF/sm/SxatKjpg73UtJjuYY7/8AvZzfY6\nDmKTk5NDHZM9B7RHIWXcwAmcn3zyyYH33V/p4DwsNQ+yBy/ZTzjkZnsR8GGx3OuyfZE23ruQH9qz\nr0Cbec/apb9HHnkkIlo+MicRrYzw+uCDDw6Mj2cBJ6r1b5j5AL8AY1u4cGFn/v17xp7qPoahXu1V\nVFRUVFRUVMwR82aRWrRoUXOyfOyxxyKiPSVbI+EUzIm7tAZl6Qm23nrriOiaAbMSMZxMOeVCC7QB\nTsWPP/545xrFloSs8CWap0/HnNCxpqF5ZabPUov0NZotDDZFcyXBODNrGv2ieVlz6YND6z1OF4hm\nHFmiUvhhDX8m6xjaDW2gH1kCWPmYu3vuuSciWi0JTQtAK3KCprV48eKOtYtxYjngb56VaUeMwaUU\nLIvldSR0Qc+wEkHwNLMwwSdossXTFoyNGzd2QuSh3+vCtPD57bff3vu5rxVpbz6Vz0ajNg9NN+0Z\nL/zzNSxgLml/7733RkS7j/Aa0fIU7Zb1DO+9lngmNEIzPEfLB3z/gQceiIjWerL55pt39gqeyZpj\nPQDLi2V3WMJfrAj0+8gjjzS8tCXdVlHkOtvnaMf4bXmxfG211VYNrfDuvvvui4iupdWgL8bvdQEf\n6df86bO++ro4o4Hv+mbGe5bbM3fQZotf+X++Aw2+NgTe/y2b/h2lPXOOTGLZL8G8ITOsMebIv+ms\nZWix244tWIzV+8bSpUs7libvWXwnm88M1SJVUVFRUVFRUTFHzGuJGLTdnXfeOSLa0581b+7p0Ww2\nbtzYccAGWF449doiZU2MfmjPidVWE8Dpef369R3LkU/p22+/fUR0tT1O7/ah4mTNCRzNCliTmZqa\n6viPZHTbJ4ZxZAn5XEjSTrtl/3aetX/JsFO9/Q5skdh1110HaLEVrdRgoM+OjDzDGiYyuO+++0ZE\nxHOf+9yIaLVHLFQACxX8KeXMPLSFypY3ywvtrbFl/ZVWkMxyBLbYYouI6FouWS/WSPFtsD8C8N/T\n09MdqwVrzfIP3WiryDt9YuUp+47oOtMy1nJN0+b+++8feBZr1Rrp7rvvPjBe+IP1w2sUPrN+PIaS\n78gQ72Elt4wC5oIxeNy2jiEf+++//0C/69at66w5gmZ4pq2kWYkgt2dNex2xV7GXr1ixolk7tqTx\nLPhBXzzDoB38sH9aaQWMaPm4cOHC5v9Zgln76/AK7V5H8DwrlGwsX768oaH8/YrIrePMs53TSz+j\niHZuaAefWB/lWC07XnNeo7Zq0Re/zV5HLhDMOuHmowT0uhixLbjAt0nwCVpswWJubJnasGFDp+9h\nhcNnW6S7WqQqKioqKioqKuaIebNIrV+/vuNL41Mt8Ml9yZIlnagygHbKSZjTaqZ5Z2VdHDEDOD1v\nueWWjaXM980ArTiL2vCzHc1lHyD7VCxfvrw5xdt3xad0RwSBLPIhi9abTTHH2Rb69Pih2e1vu+22\niOhax0D5t/2MrN17/MwR/iVobrbYAPho37rp6emOlSYrvpmNE5nle2hcjv4DZeSl5yfzQ/K8ZhqX\nLRa2LvbNv7U5R8IALE7wnPVu64H7Rf6RA4eHR7QWg0yztJxff/31A7RCSxa1B9BsHXna56/nSGL6\ntGwxHr4H7dnaZV+09X3BggXpvgVfsFBlFmxr7rY62yKFfxsWvCVLlnSs/QCLAvun11wWtWpLhq3s\n4K677mr+bznwuoDntqRk68IRx/6tMt/vueeezv4N77KoO15Zg5lPLd+nX55N+9IKZWsf33VEPGCO\neHVEnWmBX8gVYK5KqzHjYz0gH8yn+7Y82P/VtPNM37o88cQTnXl19HrmYzwMQy1Sb3vb22LlypWN\n+Tgi4oMf/GCsWrUqDjrooDjooIPiG9/4RvPZWWedFXvuuWesXr06vv3tbz8rYioqKioqKioq/qAw\nPQQ//OEPp3/xi19M77fffs17H/zgB6fPO++8Ttvrrrtu+oADDpgeHx+fXrt27fTuu+8+PTk52WkX\nEfVf/Vf/1X/1X/1X/9V/fzD/Mgy1SB188MGdEPB4psfOe5dddlkcdthhMTY2FrvsskvssccecdVV\nVw17REVFRUVFRUXFHyTm7CP1iU98Ir7whS/EC1/4wjjvvPNi8803j7vvvjte+tKXNm1WrVo1cF9d\n4h3veEfzfw5q5JEggoYU8cccc0xEtD4je+yxR3Pn6/IT73nPeyKi62dgn4+LLrpooG/u60lpzx0p\n+TBc9mPp0qWxww47RETEb37zm4ho74/POOOMiGhLoRAxRXt8Q8hVRCkEUuHb/wK/J+6QKRFw3HHH\nNeM64IADIqKNkMHfpiwnU46T19/+9rcR0d5L0ze0O2LyzjvvjIj2frosEePMxPYXoEQEPOTzl73s\nZRERceONN0ZEKwcXXHDBQHvmZO+99x6g/amnnmrKplDagLt6t8WXg75drmLVqlUDfOR+Hr689a1v\njYhWRonauvnmm5txUn7g7W9/e0S0crHHHntERMRNN90UEa0yAi3wnLlAbhzFiqzTfuHChU20IeNk\n/uELbZF/ohRvueWWiGh5+9nPfjYiWj4SCUQ0Fu3xzylLZyC3u+22W0S06wK/GeTc88+6YK+ARvqG\ndtA3/4wVWcT3AZpc8oM1etRRRw3QsuOOO0ZEG7UFLZ/5zGcG2tMvc8QY+0phOMcU6x/fFvYWaMcP\nZ8stt4yIdg9yCaIjjjhigBZkccOGDY3vH/NJ+RlkC57fcccdEdEtKcR+wVqmBA60w3PmiDmFlu22\n266RQXxhWP+U8EC27CPDHLF3uaQI43QpHcrVUMZlfHy8iZx2niPm0+WqaH/33XcPPJP1D+3I0377\n7RcREf/zP/8zQEu5p+PTg2zBQ/hDKSTodhkWV4zwusBPa5dddomIdi+in09/+tMN3cjUnnvuGRGt\njyB7DL+L/D6z77uSCL5EyCK/o3xOFCdyODIy0vDQey57CzS4dJbLG9nvkfcpb0OZOGf+X7hwYTP+\n008/PSLa8kPIFHN09dVXD/TNms4wp6i9Y489NtauXRvXXHNNbLfddg1j+pA5Gl999dXNPzbEioqK\nioqKior5xp133hk//elP46c//enQtnOySJWe+UceeWS88Y1vjIhntBw0HAhB8zFe9rKXNZo6ViBO\npPbSBzvttFNEPHOCvfXWWyMirxHmIr5onI74QoNCI7EWlWVC33zzzZvvcmo3LZyY0Syck8WHTNo7\no3lWV3BqaqrR6miT5fngWfAH/mWRkmjanOCxGjo3R0Rev8oRcwAewje0f+f+KccZ0S3I3BfN6Hn8\n2te+FhGtVYg+gKNNiPTg+x4bfHB+oiVLlqQ85DvwwZl6AZ8zPtqhwTordymLjuxxDirGyfvIgXNX\nAfiA/GM9dRQsWLx4ccey4AhHgGzCF2TYVgOA3DN3yI35HdFdK1g32ZecT4dxODKSv007NJe5ikra\nyzUNfY6QzObfkXVZ1mngjOFYCZ944onOZ+w5rsWYVWVAFpkr52zL6gTy+vDDD6dRdVhzWGNEdMEX\n0w4tfI/1zrrI+Ljppps2bV0IGDhS2nuvgQwiF+xd9O91t27dunRvyepZOlKO9o44g1/e8+inlHX2\ncb6DVZzfC3gLeDbv833mCoud2zN+/u6rQ5tFPrPPe10zN8w3z/atADAfyog87y3+LaHv5cuXx+rV\nq2OfffaJiIgrr7wyZsKcLFJlksL/+I//aCL6DjnkkPjiF78Y4+PjsXbt2lizZk28+MUvnssjKioq\nKioqKir+z2OoReqwww6LH/zgB/Hggw/GjjvuGB/60Ifi+9//flxzzTUxMjISu+66a+OHse+++8ah\nhx4a++67byxcuDA+9alPpVd7m266aeNv8+///u8REfH6178+IrrarqvCn3vuuc0p9DWvec1AW57n\nPrJcTGgk+MSsWbMmItrTLtoy4HR87bXXxg033BAREa961atm7Jt7aLSAAw88MCK6OTc4maMVYQXg\n5G6n/8WLFzfPJAWF78ABGgJ9wnvaWevlmaSwuOaaayIi4i//8i8jorW2RHRzy7juVmapwwLF3far\nX/3qiIiBVBsR7X07B/hPfepTA+3Lw7q1tp///OcR0d59lz58Ea28MP9f+tKXIiLioIMOiojW7wBY\nEy35mGXZ//GPfzxAy1ve8pZeWhknfLviiisiovXbIMM7KPMM4duCj9cf//EfD7RFM4RuLHVvetOb\nIqJrecVCgd/a9773vYiIeMMb3hARbUZwsGDBgsYn6ic/+UlEPBOoEtFdQ8gHfiX4K0ELvmQAPmJV\nOe200yKizUL/kpe8ZICOiJZnzDs0ubIBcoy2+/3vfz8iIvbaa6+I6Grq9lshmIYx4UsU0c4va2ft\n2rUR8YzCWdIKkB/ybPGKxZ61DZxDDqvbkiVLOpZXtHzW/3e+852IiHjBC14QEV0LNuNEg4d/0MIr\nwIrCGNesWdOsIdPiWwOsXOzp/s3gb9ber371q4ho5cHywj551113xY9+9KOBNr4hcf4v1urq1asj\novs7YovOpZdeGhGD/oolttxyy2bNsbew5+LXCry3uMKF87E5+zi+k+yLJd/pi9+i//zP/4yI1s/O\n43ROL/rKsonzO8Sefvnll0dE+1tXypdvh9hbeAZrFvAsZA6ZZb+xNRXa7YO1YMGCTqUC6P7Zz34W\nERE//OEPI6L9neurFdiHoQcpBKXE2972trT9qaeeGqeeeuqsHl5RUVFRUVFR8YeMec1sjkXmL/7i\nLyKi1ZrR8gEnS07Nr3rVq5q2+KgAtB1O4Jxmaec7bEdEoNG7/hso7+uxblh7c1s0Ck63nMh9OrZf\nlrM027KzcePG5jtEMmVZf/kumuMrXvGKgfGjkQM0d7QneM+r+Q495bjsbwJ4Jjz+m7/5m4ho+eQs\nvGhBaJpEzjHHaEHlM/ns8MMPH3jfWfKhFRpf+9rXRkSrHZkW+Gh/nU022STNPI6cH3bYYQPjdg0y\n5IfPiQjib8tXWf8QDaqvzlY5TtPCPFtemF8sO0TxQIsjCaemphrZIwoTDdI8ZNxYWKDF0buAOYPX\nf/7nfz7weelrgvXLtSGZL1teGDdrjTWNPHiO4Bd8hmYsW+Ua5dlYQ7ByDaudxjgZC+Oz5m2/pbJG\nm3lOH9DN+odP2bpAu///2HvXWE3L6v5/7T17z5lxhrMwnAURlEJt0Dba/nqg6ZvaNiamtlpLFLCV\nKRCUg6iAQqCIQaytoBKkaZPWV9U0adqYpjZVYxPPCsr5zACio8xxH2b/X5DP/VzP577XPPz2n2b/\n+8/6vtkzz3M/172udR3ua617rfXFA5nxZ3I/PHLHHXdc188s5tVce/THc5cxoh3zHXofRa8bN27s\nvDO0nemQ8cbL6SrhgHnPOrrqqqvG+uB9dM+ePd08/7Vf+7WI6GcpAjN9mFvQnjpnpv75n//5WDvt\nmKITPOxktjF3HPNEv7/xjW9ExMgjyfPRnhrGmucDe4C5btu26R+xz+jQzxZX+Hc1csPMIMRKTU1N\n9fZodMpeiyz0z+siQ3HtFQqFQqFQKCwTK+aRWlpa6k6emfXfXhsxOokecsgh3anbljEnYn7DdVgF\nPsU62wbLNOOUa2tSYI1yavX7cU7ClsmM2gBZaQfrESvY7S8tLXXyYcU6Ow9wnT0wyGDLi+uQ/Vd+\n5VciYuT9aa1p2sBy4Lf839mG5pDD64EebakhO3+ZL8yfIYsX+bgGWTI+PGe6ZJxyXMf3zKu5ubme\nHIwbcTZYOcS+eC6iR/TnjKmML+u5557rdEib3AM4q4/rGAtnp3ltYslx/ZA3lf5jtXIvW3Wea3iu\nGBvr3HxdeAMYi5ZhHh15rdE/e6SALdXWim3BuPPXlnk7v9ARsrC3ZB4as9abH9DrHz3ZqzI1NdWb\n58629G+9RkHLLRox0oszSL0u2rbtvXJsoD0U1rljLp156H205Xh0PI7lNmcr/WQMrEf2JuYTMlDr\ny7LPzc1193CNQnuvaIs4Lu6RcbkiMx5cvCnI3urdvH3OqPb6Zz44K5y+ZPOFz1ln7COtXuin+S2B\n93/z5Lo2pWOTkYGxZE/ftWtXb67gcaYN9i72FHuNM5RHqlAoFAqFQmGZmFoa4nr5n75pkslXKBQK\nhUKh8P9FZMel8kgVCoVCoVAoLBMrFiN18cUXd54p3k86NgIeH/jzwMzMTC+25aabboqIEb+ZYxn8\nTvezn/1sRIy4k5wph2y8v73mmmsiYsRZtWbNmu49sLMKrr766oiIeN/73teTO2L0jpj31NQAgmuL\n7505yH3o6yWXXNKLN7C3D34r+KqA66eYa8t1Udwuv7/lllt64wMXvJyeAAAgAElEQVRoG/nhzoJS\niDbdPwC/kXm/HEs2NzfXXQtHHG05y4i/1Fwx75tjH+gDta58fVvFnTnG+HAtbWWeWGSHa8sVrgHz\nCx6vdr5wb8cGZtxptO1YQPjKzG+XAT2269lcWB5/xojvnWnI7z2mrlcG+Pymm27qOL8A4+m9xTxe\nbgvZ0Dl8aKwj1q5jq1atWtVxijGejnm0njxGXMdf4lvoQ7Yu2Kvm5+d743nFFVeM9Q+ZvA9ce+21\nY/20PvjL59dff/3Y9W1fHX/JumDeAu+H/M7cbK6b5Zgh2m/1MhRXGpHzfvpZ5HXE/u915ow7rn/X\nu96V7qFcSx1Gz13vd6xZxh89opcsbumGG27o+sk923i6iJEu4f28/PLLx9pw9XHisJhfHn+ub+cL\nz1Cyrs30AJDNvK+Wxc9Tnxc816emprpr4drznuu4Va6nnxnKI1UoFAqFQqGwTKyYR2pqamosu6L9\na3Bde7LkM3sx7Knyqd6WKb8355Z/18od8cJpOqvACzJPhOuEgOz//D5rf6hf2bXcm+/5nbNZgK0+\nW7AR/XHL+ufv/X/X9MquB8jsvh/ot5M8eIA+WS9ZrZuFhYU0q8r9yjxwHhNbxe5n+/9sPRjc21lW\n2bqwB2Lo3vzfnpZMFus8u/ek/w+tC1vck+aivWa2vD1fuI75YdnavmQeaI+r2/bek83RbB6tXr26\nN2+drekstmzv8dzNxhS9tZZ9Jp8/dz+z5wCfu67egfZhj6/bHlrHEX1vOrBeJ8X7Tk9P93TojGng\nuWv+R+/FfhPi9dDOxRe7DkBWbymDvY+eP+3+4X0QuL+W3c+wTHbLlK3l9hrPvSxrP0N5pAqFQqFQ\nKBSWiRXzSEX0379n73h9XURec4RaI7b6bGkArEbHMWT1MrCGVq9enVqUGXyizrxIfE79EMeztLAV\nA9y2PW2OHcpO9ZmXoZXFp/gX65HKrFtbJENWTdv+gSwvx0pltbuMzCNpPYI2bs9tOJ4is3LsRfXY\nZLFBQ97R7B5uM7O8+b//Zp6JpaWliR7V7HPr2P+3l+hAntzMEp6kD2BvoH9nffh3Q/3gHo55MxwD\nxF+85ZnX2Jb81NRUGuthbx7IPM8g8yIA7u01cCB5s7XneW6vqOP8rPvMUxWRezOymlSZ18i1vQ7k\nLWnHZahN3yvz0E7a0w/0DPCay9a1f2tPTfZ2xOvsQF5C17RzDatJXvUDvZkZ+jz7PiL3SGbfZyiP\nVKFQKBQKhcIysaKVzTNr8MW8r590urcV66ws35MKrFh9ZBJk745b2bN4Gv6fWSuGrUX3e8jycgZL\n5jFxDM2kasJYhR6ToT7Y2zOpnyCLFcg8FJlHopXd4z50zYFksOWVxXe44vH09HQ6bzN+MluQeEN9\nXeZNbWW0NyuzpP3/bPxdLRhkMVPt/z1nJnmcsv76ess8FGvkcbPuJnlMvC58vauve921smRzx5lS\nwPGKfJ95ojyvWm5L39t7UcZTBrJYwEnzCxn27t2b7nv/t3Eorsbtiukeo3YsJsWZOrbHbzAMz6NJ\nbyVmZ2d7HiNnhFpue+yztw4Z995QvOQkT9Ikz8yB4hKH7v1i1l1WyT+rVG6YSQNksbNDnvtJfH0v\ntuZleaQKhUKhUCgUlokVjZGy9ZhlHvlU22YITXpvbGQnb59MOdU6rsEei1beF5ttkHlu/E7XdWcO\nlM2WZYb5e+t4kmcvywRpZZmUvWj4/bxlymKhMmty6N6ZdTcpBmKStWy9tfWbbDlNyogz7GHI4nFA\ny4I+KdPNFvekLCyQeY+GLPHMU5Rl59hjZc+DZfc8OZCn1/2ctB9ksTLZmgbemw60Jr0Gs1hA928S\nH55rQrVtAXvOQBavlM3dzKM1NC8yj1oWU5mNlWXPvEGWcWlpqbcPTNK5ufcMtzPJ8zszM/OidBWR\nxwwC38trOot/a6/JYocPlH3a3jt7vtrjiZdpKBMvq4+V7bmT4pS8Lg6UFZ09F7OM6kmeW1AeqUKh\nUCgUCoVlorj2CoVCoVAoFCYgOy6t2Ku9yy67rHOfUbLAJQhcxr+lTuC1Bm1Qwh2KGNyGBI3jasTF\neMcdd0REn8Zhx44dY/fic8rVI8u+fft6BeIIZDflh18zIEvWttN76SuD2NJbOFUaN+fzzz8/1jYl\n/Ll3lnIK/Qi0DLRLQJ9fO950001d29krKX5D2/QTih1k8usEy44s/A538p49ezr6EVMV2HXNfLjh\nhhvGZAHozzQ9H/nIRyIi4sILLxyTYagoJuMPVYFf5QzpMGJEhcK4+9Uu/WWuI8vatWt7/URu2oZm\ngbbRA/MEoHNoNkz1YJc9spj2o+031zL+pmXgFQX0TNzT9CNOJPArr49+9KNdP9EHpQMOPvjgiBgl\nlbC3QMthOiYHwEKFQ/vck/bBwsJCpxMoopAXqhfuxRy67rrrIqKvQ79uok+mt/G6mZmZ6XRlyh90\njNyM/6T1jz78Gsbj376+pJ+mn2Lecu2mTZvG7kF/aZv5wpz9+c9/PvY72snosCJGOkeH0Il4X/Rr\nN9Yg+ws693OFZxj6bZ8BfhWJTlnPtI1eaPPlL3/5mP7ot2UHDkehzzfccEM3Fx3gzb7+spe9LCL6\nFGEu3Mv/mf+f+9znxq6nj8wrrlu7dm1HP+PnHNe4MLf3IuDkLvppGifLsri42I0ba8jXWgbT8mSo\nV3uFQqFQKBQKy8SKeaT27dvXneKxErEwbOXZK3L//fd3J+QsVZITNpbo9u3bI6JvgTtIlHtxEnWw\nGe3v3bs3fvKTn0TE6PR6+OGHj13rV5g/+9nPut+2bQHTd/B95j1Ys2ZNd2/0wOkczxpwUOyWLVvG\n+v3UU0+NXU//bbnQzjHHHBOGU1yzgD1ktbWbpTPbi2Yv3BAlBL/BisuocBygSb+ZP8xNwHXMXebX\nIYcc0s0H99NBxsi0efPmGAKy43Fxv0E7f5hbfIa3A9AGFjP94178dT+ZR5NkaVPN8byga+aa2+Z7\nPK7cI1v/6O+5554b+74lPWX8WBe0zVgwXoDP6T+yIbNT1NEfYAy5D/OiBd95TVoWF8tlnvD5oYce\nOnY9c5c5yths2rSpt1d4P2OsPL6AttDLs88+OyYb8we4HEQb6O1SIXx+0EEHRUTEscceGxERP/7x\njwevZz789Kc/jYiIp59+euz3hxxyyKAse/bs6fpHf70uLBPwugf83qUYMnqT1atXd58hC/J5/2ec\nDzvssIiIOO2008Y+p9/uJ/OAPeCII47oycI16JD93EHkwEHXfnvkNcp8Yc7yvEVfrd6Rm8/4Lf3L\nShTZW4wsft3Gmvaa3L9/fy95zJRy7C2ZxzlDeaQKhUKhUCgUlokV80ht3LixZ91zYveJlNMyVsLe\nvXs7a87eC06SnEo5lWNJZpYXJ3Xa47SceQEOP/zw7h6PPPLIWD8A/eNkzD043ds68jt0rOLsdDw9\nPd31h9N86zFrgazoEAvTXjCD32Etcj8sj1bellQ6oh8TBBgLPBcA2TMqFOYH3jPuh2Ua0Y8PQAYs\nDesFMCb2KhmMJfrC+tu8efOYTlr56CdegkkFFvGwYPUju3/X6p1+Y5VmKdTokPE/8sgjI2LkDQbI\nwJxGb8hgb9qmTZs6XSPDJILboeKFEX2PhFOT7ckaSlF2XBFjk9GPZEVwM6+B95chfTPPHdPlODPQ\nltJo2+R6e0nwKrAvnHDCCRHxwtz32kIGPAWOBWUeAHteHOdny5750q5R5oG9V45fnVQM0mn+zD17\nESz74uJiz+PiZ4tjoRwz5uvtdWV9eA8Ea9eu7fTAtfTH+z9t0PYTTzwREaP9zWOKbN7zua7dF13W\ngblE/y0L/WdenHjiiRER8eijj4793rLQN55drIG2fZNO02/mg98y0bbjlnkm+bnI/2m33atanbRt\ne43awzoJ5ZEqFAqFQqFQWCZWzCO1a9eu7mR5yimnRMTIkvUpkJMop9yZmZk0zsjeHxdk8+nVcRku\nN2/rqLVckQuLyxYmp3H+2lNjWbBY7E1BRlsBCwsLPSs3i0tx/BG/s7UH/H8sClMBtHJmhdQcK9Zm\nUbT38rtz4Fgx/g7Fsdm6xXPpuCqAbLTJHMQazLyGyMT1jz/+eC8GxkX77HGydcTcG7Jq23u7/dnZ\n2S5+xvFGvtbfO1PK/ST+xNmMnrtzc3Pdd7SVxRk6Hs1xCl7TyI7eHFPTtu+CrPYgZJY0wCOJnux5\nY4zwcKEH+t5607g3bdg7Zsvb3i1k45721Dm+E9kXFxfTfczZvawP69wFFpmrWaFiZGjndFZI1J4Z\n9gPPSWBPDN5TPs/2rnXr1nXxRvZmAPrhmKGMasqeKmemDpHcszbtObIOHaf3ox/9aExmzxdkRibG\nEg9dGyfHPEUW77leB5aJ5ymyeX7Zg4ssQwVcuRaZHOuVrX/u7b74TZCvbz13WRFs9nnmVuZ5zVAe\nqUKhUCgUCoVlYsU8UlNTU91JkpM2J02fAk2guXnz5rREP9e6DP2kDBKfQJ31AtqTOPfA42RZnOGA\nZZq9fzXxrD0cQ5lVtO134LZe/LljQjKdc5rHwzVEkTNEKt3+zWJlbA1k1AmA60zf0XrCHDdDf7Fe\nMjJSW9qmLwC0x/X83b59ezqerqeTUZtgiWFpE8eUZT/S15mZmU4uLPCM2oR7OGMyyyAFmVcV7Nmz\np2vD9X3skbTnra01E5HHJbQeuIjRemplNYk33+GJsteUMcq8xJ6LJsx1val2jNrxiRitIbw22Vzk\nd65t5Rg5e9/suWlhj7y9hda5ZcfDwOcZaW27pjNaJntDkDvTh2s2Od7JY8q+OzU11fNEZXMrq1E2\niSKJuW4PHti7d2/vjUqWQey4O5DJAlhPrAt7eiPy8bSnGjhrm7hUP18zGR3v146Rn7nOnB5689K2\n4We791H64tjilloO0D90jwfe63oSyiNVKBQKhUKhsEwURUyhUCgUCoXCBGTHpfJIFQqFQqFQKCwT\nKxYjdemll/ZqkzhrB26et7/97RExese8tLTUvbvkN3BhXXHFFRHRr9XBddwTvqLLLrts7HpnYfB+\nHt4veH8WFxd7bfIuFh6f888/PyJG71+JM3Elb3OQAVfuNtfWe9/73p4M5vH68Ic/HBERV199dUT0\n4xEcMwMH3XnnnTcmC+/MkYX7fepTn4rLL7987DPAGPH3xhtvjIiIP/7jP46IftaR64r8/d//fUSM\n+BPRr2MjFhYWOp3AV+WYFcffwMvFuPJeHf04pgzZ4axCf20mHte+//3vH9Ohq88bt912W0SMeJ+c\ntWm+K/pK+6tWrerFyNF/1tA111wTEf2MKVfEv/baayNitC6c7enxh8vvbW97WzevXUWfeX/nnXeO\n9RM4awfZ4c664IILxj73XOS+t912Wzc+9MuxX9yDfjK3mCdZjBRcWx/84Acjoh/HQV9XrVrVzRXz\nPnJvZ+fR9lVXXRURo+w799dzMePmbLN54SvzvHUsCzLC+wfvo+PzHAvDvssYMY+mpqZ6WWWf+cxn\nIiLiQx/6UEREr+q4ZWKNXnnllRHRjxF13SHahfdt7dq1nTye98jNfuEYL4As6BH+TPTo+CTGouVy\nc1yq+8H48+xy3KLjr7gefkPHf3E//v/xj3+8e7Zk2ZaWheecYyu9RuFDRC9tFfGI8RpQ5v107S3H\nPbN3sS6y2m78n/GHF5W9vG2fezLPf/d3f3dMZ44d5nOeRRnKI1UoFAqFQqGwTKyYR2p2drZX4ZrT\nn0/JrmC9fv367pTuatLORnE9GdcRwfqjJo153cxv1dZfcp0U19ZAXtdqyWraUI/Knp2sHsvi4mLP\nQmx5plqgLz7n3kOVZyP6DOvOamnbt0fJNWtco4TMMtcooiaTq4vjibQFyn3bDEv6SX/MvO74PMYd\nS4p+83tzq9E3y7h+/fretXAvWnfci/4Cc0rZ0rTsLccj93YmDDAvG3/tsTX4nMr5mVdt3bp1nQx4\ndeinrXw+tyfKnheArMwXZ6q213sO2tLMuLZYq6xBPBT2HjA/0AdeFX531FFHdddyL+Q1x6Dr33gO\nDtVmamE90Pe5ublehqdrNZkBImMfYO2ae89ZXmRQttla5kYD1Dl64IEHImK0l7BeYAsArDV705m7\n1k/7BsAeRj8v6JfrgWVZePb8OqPQWYG7du0ayyKM6HsB22sjRnPK9dhaT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dZbb+3kdrwB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\nxcV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c3/Gb9+s973lPRIy/53ekP5xi5p9yhg+A9wtOIb9/t9fMvG9TU1O92CV+gyy07dgO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7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\ni8T/A2aklexSCttuAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13fc6dbd0>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The second layer output, `conv2` (rectified, only the first 36 of 256 channels)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['conv2'].data[4, :36]\n",
      "vis_square(feat, padval=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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8afsTPZ88hDVR/f39Lj5y5Eiuz6WvTVqtUxp9HbUmKnzdwo7ytWpvb3fx4cOH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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x140ca8f90>"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The third layer output, `conv3` (rectified, all 384 channels)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['conv3'].data[4]\n",
      "vis_square(feat, padval=0.5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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J0sK903if4+GlTltW5GKBEoV6gNfUVkHauHGjpGbceN2qaB+3iHXr1rU6f1/V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lEMWI2yn8r1XIkoKV2syvEnwOpkFe8W/dDRbVg5KA+l63t5UI5Kvi9YT37uUPQ87M8PFdXVF6xE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\nL9l55503737AffDrJH9UBv3m3nvvPeTnavsLcy/lz+5f8n3r2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uo/+/+Y+wNrPLPOiG7L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pUkuWLJlTPGoVKRQelKeY/yhTcGohr1Lf6D98oigf4MOFkvbEE09IasqVgYKF0tVWKSNDOuXi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\nAKPl0jLmx6doAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13fc405d0>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The fourth layer output, `conv4` (rectified, all 384 channels)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['conv4'].data[4]\n",
      "vis_square(feat, padval=0.5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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kJo4TmEPMUdYy4vSYI2SmEhP2u7/7uwPndYiZWbZs2cDx6C9gLhLrk9o7kPOc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\nfddCHDfYO/2IItv1tzEF9eVYF/qOAQtFKgiCIAiCoJKJVqQ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NfWYBHnLIIZIaRcCryvcN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9TEg9BvxJH494kXIO7ijDPOkCR98YtflNQkOfj3iG0j5mfjxo2z/k48woEHHihJWr9+vaS5cTHc\n35e//GVJzbo55yPOZffdd5ck3XnnnZoPYo2wt5122klSs47Pzw984AOStCXGkP/nevvWJCL2j9i6\ns88+W9Jce+H6+FzXcUKGDpx22mnzns9hPPDT+6+WmZkZnXvuuZKaOLNSTAc2SfwkNut/xybJkjrx\nxBMlSZdeeqmkuXFe2FYpLpK+xmaI5cDWyCCmDc8//3xJcZzk8uXLJTWxW13q+G19vo997GOzrgsY\nw6WK8FF9Iz8e56M9PTaFWB3G+l133SUpjgt96UtfKklat26dpCY2jX768Ic/LCmey4aG+/vBD34g\nqbl++pFYsj/90z+VJN1yyy2SmjmAOXTXXXeV1Iw17Ix2oJ15Fp1zzjmSmrnVY4Fe/epXS5I2b94s\nqdnLkFg3gqzvueceSXFMFvd3+eWXS2rinplLeDbQD4wL7Ad7wG45P5naxBIynt/5zndKavoPpWjo\nWoRc3ymnnLLg51KRSpIkSZIk6cjEFKk/+IM/2PKWSfZRbeYMb58oULy1RjUhRl3V1zNS8IbJ3HFF\nCoUMheSNb3yjpPoMDPf8I1Aa8Obuvffequ+ViPY9ol9QfLwyPH+PvD+8M/e2yZJDCXrwwQdn/Z3j\nRQrfbrvtJklatWqVJOm2226b93NAxkqUaYS9RjVS3JuOMnLA6y91zXRxGAeRmgB4f9C1+rQrd7Wg\nopTGaakO2dZ/w4awQX66jWCTrkSBzymepUe2F31cUqBQnrAR2gwPHttCQfAq+IyFSJEig5LrckVq\nyZIlkuL7daKsKdq5ZNu1+5VCdF+MEWwzUqJQnBhDUeZs9HvfLMcSUaXwRx55RFKjIlMXym2d//c9\n9cD3uaT9o6y0a6+9VtLcdsCOrr/+eklzM4EjsAd/ltNv9A/KWnQftBM/yeD38cCc0Ld+VkStUpmK\nVJIkSZIkSUcmpkj97//+75a35L57j9XWKRoVrKMCXs1NN9007+efeuopSdpSyPTFL36xpLIiFVVW\nj6B9+1Ze95oqkdfo1Z3xzrnuI488UlLjld9www2SynuqEX8R2QneXFTni3V/rxocUWovFNADDjhA\nUuP9/+hHP5JUjstBsQS8SOyi1L+1XjNKkytmnA+7pe4TaojXjuF66F+PZ/DrcsWrVHeMOBYUx4g2\nShcKFHVxoDYukZgO7pFrdxvknqMaZ66ieV9EnjQeuKuTJQWITeK9D6BWiaplxYoVkmK1m/aib0vx\nb9EYRoEq1crDZonpcUq7CkRj6thjj5XUqNmch+utVUQYY6wWuPqLfXaN9Wk710dz4dq1a6u+7+OB\n9iOWkLmDZwHni2LqIjiOz62MS+Zgr4Hn0P/MD4yvyK5q2zMVqSRJkiRJko5MTJHamm19Pyn3ckpK\nwT/+4z9KajIcaveMK3kpvGXz9o+31LbStINCUSLy9rhujvO6171OUpMp4ooU6+jgcShObcX5qIK+\n4+d38CLxxlavXj3rOmszxSBSDyLI8PFYMfAK496+Xm0br4vrZjx6ZX28v6jaL/eBmgKlUnWoORs2\nbFjwczXQth731XaOoQ2J9UBFdDURJcLvkbHI9dC2pb33aHPi7yIPPGJcuxtg+6XroR3GvR9pZKNd\nlR7mDhQ4bPx73/teq+OgOEXPiFHtFTgqfFyxOsT/R6sIbccjc7LbGwqX26O3L+OZzzGOSwplxkgl\nSZIkSZKMmKlQpLZ1PKal5KWxPtx2nbhEFJvSFt7So32oIkre9ne+8x1JjVcQZTi5F1B7fpQaYqa6\nUrsnIudpez4/fskrckr2Rb8TH+SZW8R40Q94e2Qpcj0oiMS34E2jwni8EXWgarNKR4Fn9DI2vY1L\n+/tFioa3ZWkvtFrbBdqcsdx2juB8pbHYF2wsyroCYoGGUBuluN+oA/b4449Xfb8tt99+u6S5/VPC\nFRnGRhSrxpgtxY1GuBI7bnhmoHpHcxXZo8SFRgod7ez7fQLHL60CME75WVshoPYZmopUkiRJkiRJ\nR1KRGgBXGPAKo7iAKIvJ121rs/PA37JRHoiVqfVWuQ68i1rvtuR9o1jgbfG7414j7VtSbvoqUZMC\nL5WfxA94JhheXkmloL/wTqNMM47n1af5vlcLJi6EfnZFCq+ybxbuEHjsErZWm7kJjJ0oOyuq+UWb\ncX7GIrYceeD0OcdtW88IG4oUtZISVwvfL2VMR2O8Kyg2Hu9YUqIg6r/arLtS1qTjChGKVqRI1cZx\ngmfwtlW3h8bHXdSutGPJvr0u3LjnltrzpSKVJEmSJEnSkYm9vj7vec9r7RV5TZaosnTpexG8zfO5\nrhkepYyEaN2Y/2+rRAGKAd9HOcALrb0fvo9iURtXUFKuvOoutUYc96rwXka9HxbUthP2x+e71jOj\nXbwWiitSbeuCRZXZ6U/shd/xlmlvrguvkQysqB+Id/CsvaFUkDa4usaYDHdv///nCK8cToVn6iR5\nn5Rsxav1YzPUUiNzFc+dsVeKg4sozR0oMH37IlIaqL+1bNkySc39DhW/6LsA9K1o3TaOFIWiNuvM\n+wN7jFYl2s79ruhMSwZ8aS6sjVFyonpto8LnsohUpJIkSZIkSToyMUVqIY8ID5a90fD6qPxNnAH1\nbUqKVK3CMNT+Sl29gr61VogfwNuhHalgzf5Gbb1CV5IiIgUEyPAhbmKPPfaQ1ChTxE65sjW0khHt\nydgWMk+Ia+iqSGF3bTNKSpTa01UYfvJ5FCjGDyqAZ3Vy3XzPaxl1zR7tg3v6pf0DuSeyf7h32ijy\nhNtmxzFXcb7SXnZt4TojFX5U9ZyYa/baay9JzdzMXM0c1FeR8j0K++LKZYm2c7v3b0kZZS6srUBP\nPKtX4B8XpX1B2yp4DnYEUZ200u4JJbBffmIPtVm3qUglSZIkSZJ0ZCqz9txjxmMnhoOfXj143G/j\nfXFvogTxB5Hyw9u6ZwbhZe+2226zPldaj8d79b0EI7iP0l5wKEL0s3sr3o99vRpnKK8chbSvkukZ\nLiU1wqv4Rt407RXtcO/xQxyXz2Nnfj14od5P/O72jJfXtZ1qYxy3/ixjq+0eaOCZlJENdlWOSnv+\ncV7muLZ0va6uYDOooKiq9DlqOWp07Z6H0XmGYtzPjNp4U7L9SvWRPEN33BXkPavNn8V952z6G/uJ\nnn1+3jZzhtRk5/qcWltpPhWpJEmSJEmSjkylIgV4LXgxO++8s6QmlgPlBYUjUnZGnTXUtnoxtM04\nKcUg+dsz3iDr7cT0tPUS2npteEfR2zyKCP1Xii2alkwUh/tDIS15jxHcH95TSamsbQ+qPftejnhb\nZOfhvaGCMO6I/cLrRBFFoYz2s/KsS8Zn135so64wFsm2wbbaeqh77723pKYNowzhUSkAo4orczVx\nqLhQoPI718+cTXvSXl0VqbaU1Oyh79/xGKJSRXTsq1aR4pnG58ZdR8rjOYdW+KiZ5xnGjo9r+t3n\nUG9/fieL1uuR5V57SZIkSZIkI2aqFSnersnu4q0T7wZPu+QVjrp+Tdc4hlF7Q4A3hvfQNdOoltLx\n8Sq8blItkcLoXhzeIJkf2MlQexyijLJ+37V9AYWulAlTC3bpXiPKJu2EaoPSRH/7/lSlfa2irENX\nHOn3qPpxW/Voay8cNc8zTWtrqaF+H3bYYZKaOEKu0ZWNUdW1wQaG3o8TVTGqfN4X2glFgEzhAw88\nUJK0bt26kZy3dD0RtXvmDXV+r8nmcYzYKQpJ234i1sfxZ5TvFsEcVspuLVGKgeta/4t2iCrlM959\nn1DPfqRd6QcUU54RGzdunPX53GsvSZIkSZJkxEy1IgW8LVI5Gc8ZRaq0Llu7M3hbqPnRdUdxFI2h\n6gaV4DylrDrH9xIsEWVteUZVW28exQmvxpUyjks8C8rQihUrJEk33XRTq/OV4Dqwq65KlN9H32rN\ngHfp9oXKQv8TC1Xa54vrihQp1J5S3ASqSLTD/X777SepaVfO52oQXvZ8ijTxgHwXzzLyuPHk9913\nX0nS8uXLJUl33XXXvJ+H0hjG0ydjljkLG/X4NT7H3NJXIXDGNdfQV9g29aNuv/32sZwfaivPjwva\ng7nQVXX+jh20Jepf5mDP1GYOiMZiW0rt2XVuK9mtzwE8K6KagczVzEXRqlZt3GsqUkmSJEmSJB2Z\nakUKL+anP/2ppMar5C2x1rvxHbjbxmBERJkBxIDUxgrhBa9fv37WcXmbrq1lEUGcBe3WNy6glFFC\nhgU/eevHG8ELimKvUJacknfg8Rn85P5rY4/+5E/+RFI5m7CURYkawXWg7Hn7o6ygFJayHqMYMeIH\niA/wiuXQNTZv06ZNnb7nRN4v8QvcF+2Cosz5GW8LKaXsjecxJtgWtoBtMtZQu2+99VZJ0ne/+11J\nTYajw7XS5ni2qHAoXVyrV4H362JMoL4PpU7SlpyHOapt/GOEq9y0J7b8ox/9aJDzDA3t0lZ1dxjj\n9Gu0SsLnIoWFfmEOIrbswQcfnPd7xKCxa0REqWbgUHXH6P/aWCify5gbGZfYD3N4raLKOKR/eRbt\nsssus/7O3Hj//ffPexzat0QqUkmSJEmSJB1Z9PQEyoEvWrRIMzMz4z5tkiRJkiRJa2ZmZkKlMRWp\nJEmSJEmSjkwsRurcc88N12VZtyQWwmNBWH9nvZl1Vda5yRxA9WqrfkUxTqXYGc7zL//yL5Kkgw8+\neNbxrrvuOklz6/jss88+s373HdLJOtt///0lNeu5r3vd62adty9R9WbgPJ/85CclzY1Z65q1xjq5\nx6uceOKJs847atraSxSrVLv3I+f5whe+IKnZA9H3d9tpp50kNbVZiPvBDmkv4gA8Zo/rOf3002ed\nN2KovQ3dXshEI46CjDXOt2zZMklNrBc1YLgf4iO4X+wF+zvppJN03nnnSWrakD7wXeOJXSKGw2Nk\nvA/4PHFabivESHG+UvwcMSTMXd7WxIYQ4/Gud71LkvSpT31KUlP/hra477775r2PUjwoNswcROzI\nCSecMOv+avG56s4775TUxPg4zI1r1qyRJH3pS1+S1MQXYuPR90twf0uXLpXU2MFpp50mSbrooosk\nzd2zjmcQY4oM0mju59nAXEB7Y/Nvf/vbJUkXXHCBpLlZYnyfmJyHHnpI0ly7wM7IKl27du2s6wf6\n7cILL5Q0unpnfr5ae2FO4mfbGC3Oc8kll0hq+pXjYFfYNRnJHp/JnEOW5B133CGp6R/mqo985CML\nXk8qUkmSJEmSJB2ZmCK10BsokfVRJP3LXvYySU19qauuukpS8/YeZX3VwnE5Hm+nZA+RUUNWlSsS\neBfUw+HtGCXhnnvumXV8Mi68HhXeJt4xFd37ZvFF4O2UMnloD7wtvIoos6kE7Yfi4llm00pUMb9t\n2CH2SruSOUYtJMArxltfvXq1JOnYY4+VJF155ZWSmnpZeNNtK6Vjt9hBVzUAXKUhw4v/574ZD3iH\nqCkoV/wd75OfW1dzxoZL+/tFYwhPn/mJc3gGJvA7Y5c2d0WKe8Ij5p6jfTq9Dg6gPKDOcR9R1lnJ\n03cb7rvbAjZDRrXXySpB+69atUpSY/N9FSn6z9vTs9mwl7ZzGXbnqwlemT6qV4TStWHDhgXP4/tj\nllYBxr33Xi2M/b4h2lHlf9qFvR+jSuue0V7K1I5IRSpJkiRJkqQjU/m6GilRQKwR695DV4bGa8Q7\nQiHgrdb3R3LwRvHGUFioUuw1PyKvgvvgLZn7HJUiVes9+nX59R911FGSpJtvvllSeS9EZ1zVl6cF\n92Kxf+zE+xu7JEaIfvPK7XjbeMu14LWjzOLVev2m2n3gUAXwpiPFmLgQVCAUOc4XjZOt63J5nGRb\nW8KD5Z5pQ5QmV7j8PNEuB6iCBx10kKSmLRgbbgPMLe6x0ze0Rd99RInBQgHrO/ZK1fEdV8yYW5hD\nuyoEgFo+qn1NiWnafffdJTX2Mp9aOgSM+VJdKKj93KiojRft+vmocjlEShT4XppdSUUqSZIkSZKk\nI1OpSJXAG4sqLff1PlxxwoPmvKW4A69ey/Haemucn7d03pq77u03FMSAoZR4ewRt1YwAACAASURB\nVBAPQuwOytS//du/VR1/Wtf1R4XvvI79RgoM8SL8JIYuAjWlFlQA4neOO+44SdJPfvITSY0SVatI\nUbHcM8iirEeUV66Dz7ld4I3SflsfC2WqbTZQlN1Uipnhe9H36SuvuBztMoCi4XOZKzZt498c5qYo\n3tNpqxi0hf6ivftmm9HOKENDXzdzOqsWtA90zXxltwueJcTXMjZqVw+G2sWjK4zZWsXHV39KsNoT\nKVJeKf5Nb3qTpCbLdfPmzZKkRx99tOp8EalIJUmSJEmSdGRirv8f/dEfbfEah/YSPDOjKxs3bpTU\neANeo4K3fd8Djr+jFOCVdPUK+L5n8bWF66LGC+v7ZHvV4vsU4W3gPeJ9v+pVr5IkvfWtb5VU3gEe\nr6HrXoDEDhGvQB2iUszdpPFMMNqBeIiStxRlWaJW+F6TJeg/YqvIUiV+iKxaYppKoApgt8QllNQP\n7Iv5gfHje1FurVS5DaHy9aXkUdfuLeZKi9e3clx9pi249757xNEHjGnaL2LoudoVN/qc++sbs0U7\nM5awxaHg+hkLfr2uUNWCYsJcxhgmi7EW7LJvTbhaqHlHO/scwZzyl3/5l5KkN7zhDZKa/j711FMl\nNWO6tIpTeqb6Mxt1HpWcuahtdqmTilSSJEmSJElHJqZI/eY3vwm9G7wiKoMfdthhkqSf//znkppY\njYi2WWIleKvFuyBmCu/TFSn3oPkdj9x3pC/BW3PfeAFiblAwutZr4jq4f69EjwL0uc99TlJTb6pU\nn4rrK3nFEbQr9ZXoJ7yaUWU79sUza7juvhlZHKdtzCD9QNbgN77xDUlNf9OftRXQPbYw+jx2RGVz\nzoMShv34+Nra68cG8TyHihEpKTG1Sg0KUq2S5MelT7kvPPmuNdz8PG3j6YaG+5lPbdwa/r9k2zwL\naK++NQYjOO5QihRjv28Nt3EpUX6+aFUBOyXzHmUI5ZWYJX+mRpTsHvsg3vL73/++JOmBBx6Q1F/R\nhVSkkiRJkiRJOjKVlc3xdPFIPebJKyP39dwjUJC4DuIZSnVt8OpY18Yr6roXne+t1jdrz7O+usLb\nvitNXOf111/f6ni0U9uYHsAu+ImNkQkyrYqU2y8ZK7UqB96wK5a0Z1s1hvZCgcJufRySCVVSWLkO\n7CRSjDkvcRR4pXi5rmxhJ1tnrmF7fHeobCXmpEgBGVWdIm8r+pqf2IhXPC/hSh3nGVrNbwv3Q3tH\n8aBt2zvKEHVqlS6HscB5UMEn3Z7jpqQQ+b64n/70pyU1GcC039DKIXME/VKreNWSilSSJEmSJElH\nprJgD14VkfR46Hfffbek0Xl/QIQ/sRpkfOAZcz2Rt+sZPLz9dl2P9T3JJlUTpBa8ia7r812z9vbc\nc09J0s477zzr/LXZZePC4z4806utwhopnfx/WyUUrxC7J9vS41Zqr5PMucgLZLyxlyX2jgLMefw+\nON5888HQKjVq2ajqJ0V4HKPvUeaZvMw9jEFUWNoK5YSsKvoGBajr2BsKbAEb5Lqost+2Fp9TyqrE\nljwetjR383difrjOSVcWnzZ4dpFRHWVtYs9D7XKBWj+q1atUpJIkSZIkSToylYoUb4+33nqrpDg7\nCO+la+xRBMfDi8NLw0sq1TjhrduvCw+/bdaeH3fo9d2hQbEg+652vyz6uWumC+3COj3eIXWPqIQ/\nVKZGV7Bb6LvPU8nLKmVLRp9HIcIrx1vEi6xtx1KcCOOEz7kqEdkDdtU3Y62GvnGOXfFYEeYibCaq\npM0chUJF3CY/aWP6tFRnie+NWmHxyua0OypzV0XKbasEil/t6ofHZyYLE7Urz4Chd+8YdQxgKlJJ\nkiRJkiQd2SZen6NYG7ykUnXgrhA/gEKGsoGXF+0H5PtX8XZNDA/KSNt4CxSeodaNRwXeMvEYtYqU\nZ2e1BSWFn3jleO2su9cqKV57Zigl0L2iUascbRUv2ge7px+xZyrI1yqHtTF9nJe987DzUrblOBTG\nripyX9w2PHaEvvVsKH56tho2HMVU+d599PGoVHBXHlAqfPeErjXvwJW4WmrnaOJppz1+ddqh/fpW\nGi+BAsuelX1JRSpJkiRJkqQj24QiFTGuWCE8Yry+rXebnw+8KZQYvEq8vrY7YjtDvUV7leSh2tPb\nqy1dFQYUFGqSeL2vX/3qV62OhxeLssX99I0TKXmt2Afeet/qxF0r4mO/Xj2bDLau1bkjiM/Zbbfd\nJDX3z3ki5XlbrtVD20b34GPdY0uwjSjmxOPnPAbJz+/X4VmCtdddC7YExMgwBlDI+o45bBmFjX1G\nS9TO0djutO/rOe2MuhI7z27sLBWpJEmSJEmSCbNNK1Lj8kTxxlBsSuv1XBdvu/yOh806fVtFCqWn\nb7zG3nvvLalRKoi9Wr9+fa/jOmTa8PZfm3HTNWYIxYLzcBzWw9vWEKG9x10RHXVh1PXSSqA6ECPl\nWXtDw/5XnAf1oHa8bQuQCUkcH0pGdA/uoaOsoNDws6v6y3kZ+551RuyP72JA9XniSIeqr+WZt1xf\n3/pRV199taTmug844IBex6Od2PWC9kENT+pAfeZZyLMIZW8ou+IZxCoMdayGIhWpJEmSJEmSjky1\nIoVHWvtWircxdA0KwDssxdrgJeJNeRViFKnamCS82NpaKp55w9v+TjvtJElasWKFpGavvUcffXTB\n43Wt64SSsWTJEknSfffdJ6nx2kYV48YO4ihQQ3sfQ4Pi4tmY2MtLXvISSY03hXrgtY2iekr0d1ue\nfPJJSU1lc66TrNNayBAr1bNi3KDk4u1Pe5ZqGxiLXWN+sGnaBCUKhaStmotNoTz5WKcvXM196qmn\nWp3H8WxBQJVE4eE++6qOzEVDqZdcH2Nk6Ir37CPJs6w287kvQ2ezlfC5mTmC+y6p3yi6pXhNnt2j\nehakIpUkSZIkSdKRRU+Pe/MoPeP1zMzMjPu0SZIkSZIkrZmZmQmVx1SkkiRJkiRJOjKxGKmPfvSj\nW9b1Wb9k3ZxaD4cddpgk6aqrrpI0t/7OvvvuK2luthm1SU455RRJ0vnnny+piSOIYnNWrVolSTr2\n2GMlNXv9XXfddZKaHciXLVsmqYkT4PpPOukkSRpMbSut/3Ketucj1sozf0pwnosvvlhSkwlBe5Zi\nnmg3+pHYGyCOgdiYv/iLv5AkffzjH5cUx3+wnk5cQRRPwPnJwiPLj1iks846S1Jzn9SRwm6IbSMW\nybMuOT5/j2KCaLcPfvCDkqTzzjtPUtPfpXiIkl3QHh5/8v73v19S2V6Iu+lapdnvj5jC2267bdZx\niZ171ateJUlau3atJOnb3/62pCYmix0BuJ9169ZJasbdm970JknPxGJxb9wDY5ZYCzxKz67CdtyG\nvTI48V6nnXaapGfmManpk2gscY+rV6+WJN1zzz2SpH//93+f9/PAXPiud71LknTJJZdIamyL66ZN\n3XYYU7SDxzqRAew1w3wsRJRsxaviR/hchg3Rb1HGLc8IYpWeeOKJquv9yEc+Ikn67Gc/K6nZpQIb\nI96W+yI70WE/T8+kZu7gPt797nfPuj/6ze2GGC6uI6oBxxxJu2LX3N8HPvCBWeeLOOKIIyQ1979x\n48ZZf8ceeKYSn+v94f3HXEnMXVQfijF+5JFHSpKuvfZaSXNjo7Bfxufpp58uSfrYxz4mqZmL+VzX\nLE/az+3v7LPPXvh7nc6WJEmSJEmSTE6R+sM//MM52Ti8VaL0fOc735EkHX300ZKkn/3sZ5Kat/Qo\nA8OVCxSFUsbGvffeO+tzvPUDb7lkuKAIdK1QXmJUe4j1zbjxdqxVLvDqeNuP8P7jd7wXvBvaHa8u\n8t7wilGgvOZOtP9W28yq2v2h8PIAr6c2M6dkF57Z1ZZSf5ZUBvc+b775ZkmN4gR33nmnJOnKK6+c\n9zh4ya5cOt/73vckSSeccMKW/+Me3NajDNRITXXPO9qLrmQrqHIoEbVV9qO6RNi+q55k+DIWuH6v\nuI3S5TbXNmS2ZCsoK8wZpcrVzK3R5xm7L37xiyU1CmGUjcVcw3H8en2/VNqNdqC/IqKxiD1E91tS\n8aO5jLmKDGy3I5SwWlh1idR+7AzFrxYUPY4btQNzFBndUZYeSpOPB8/Q92dz22xHrptxXluzMRWp\nJEmSJEmSjkxMkWpTm+j222+X1FRBRZng7dS9DvcO8S7wjkqe+kMPPSRp7g7kXrul795rbetkTQu0\nMz+5j9L94GVF3hbeWWQbUb+V2r8UnxF5QShHeD1t617hzWJ3nMdjl6aVXXbZRdJcb7RtpfdR14Fq\ncz19x5orQHjKpdgc1DhX5SKiseRqLuogtsXv/HTFBY/bVVhUe9TdoUDFrz0uc0M01lCUbrzxRkmN\nAhP1a9cq/NgslbZLn4voWoMvAoUnsre2z6JS3bG2u0Gg5KAUlmrcQUl1pp29n2lflDMUqK579rli\nWWu3qUglSZIkSZJ0ZGKKVJs3Z9/zjOwoKnLjlURvobxVt405ck+ct2yUKLydrtlNZCqggLHePaq9\nzPBCu+5lB64ADqWocd99K54T24byg7fCffs6e9R/fB6vp202G5+jfVC2SjFiQ4M60ZYrrrhCUhO/\nwE+yNmspeaN9GVpFWQiPh6wdqyXb4e/EeESxGR6f6Gpcab9M+sKVEu5jVBWta+dexr5nzEbX1XU1\noATKWN+K4qWx3nVOHvWY6orb+VC7V9AfrgDSfvwdxbjr3pO8K9AfqUglSZIkSZKMmKneay+C7Cj2\nBSrt4dVVMXKImUHxwEvqevwbbrhhkOuqpa8SBbylEwOEl+xe59KlSyU1XjxecCmepKtiQ0zPW9/6\nVklNfAY1e8gSc6JsTu6Tv9fGC5ARhZeEcoeXNKosz4io37lOcKWO+lbLly+X1Cio/M5ejY5ntg01\n/iLaxnFsDTFOxxxzjKTGhqllVaK2Xg0KC21DBilqZa1q6DFPXRl3XKar2CWGUpq62sZQCp0rlm1V\n7V133VXS3Dlz6DHFXIACyFyA4lOrKPp+tEPFR9KPPlcTw4Yy67GCUTyuw7ikXVnNID66RCpSSZIk\nSZIkHdkmFSkgiw+liDpFXvtjqJgjvE+8WBSWPh7xtgheFW/xkcJCTNB+++0nqckYuvzyyyXF7ea1\nQWohpu3HP/6xpMbrJranrReHN8JxuN7Imz/kkEMkNeoD58W7nlS2XqQCRDWK4D/+4z9m/aSqdgm3\nh67xCrV0yYzCxrBJVOZNmzYNd2FbUcosjJSP0r3xd+ZA2roUmzKujGHal5+RijltYB9d5yLwZ4/P\nQaVVAvr1wAMPlNTEBQ8dy4ayQ/wxdsF57rjjjlbH84xuB6WLZykKbWS3zMXefiidrB5QgZ3PcR7m\npMjevRYh9poxUkmSJEmSJCNmm1akyFzwmAx/q+Vtdqh1d2rBoIiNO+Zl0vh6tOP7RD3++OOzfpYU\nvL5e4C233NLr+9gT6+xk7rg3w+fYu3DFihWS5u6fhTLFfbu99t3brsSoY5RKjFr16BJTR3wlFaJR\nM9ndYGh8z77az5Xajr8z1lBDsUE8co8jxbaj/+8LSgSefd8xPW5QgvqOnb4ZuvTjAQccIKlRboZW\npLA3xgF20/X6abfoGcGcx9yJMkWldYe51Ot6cZ3EknFc7JrPs0qFogfMAx5rxbtFrZqeilSSJEmS\nJElHtklFCo+eTIJS7An1n/CS+tYGgdr9mJ5tlGLOWPdnn7O2e/uNOqbG8cwMj4mKvFJXIvkeqgDe\nOP+Pvfq6O5kyeFejrgQ+bkp7XPaldt+6raHP8ezxVKnpNjR43thUNCb6xlviuaMARW0fnWeosYfN\no0KjbJTiKrsydMwXc1xf22VsdwVl5Fvf+pak+iy0Wmg3FBnUc9oRpSfqt+j+mOMiZQoliHFIO0d1\ntRjjrmxyfL8OPofCyvgD3gHI9Ob7zAPEW/u+qBGpSCVJkiRJknRkm1SkeCvGwy95Uby18naJx993\n/Zv16udajFSJvl71uGvc+PmwC37i3UTeEl7MXnvtJalRKGkHvK5or0GPc3m2Mer76qIaMHeQXdR2\n14O2oJovWbJEUpMB3HcOiuL4SmOQ7CZ+ohwN3Ve+L2ffWCmUA1c4SnNG2zpW2JTHL6Kk1MYo+Z6G\nbcEuvV9oB5+r2kK7YT/+LKO9Invy1SCUK9R4KvVTB4t25XvYg+/R55X9mUM9C5Dr9bho31WCcUK9\nLOyHdwKvFM91Ve9cUPWpJEmSJEmSZA5TqUjV7j/E23rJm8R74G14qCwm3pJRppJhGHrHdMDLIIaJ\nzI5IkcILxA5Ldkl8DYoU3tKLXvQiSY3X5zWFnqv1yIaiS4wiHi992lUpwZZKGcGcD1voOgehrGBb\nKAbcR63igqKBjWN7o7bBvsdHIaDPa/dy67pqgHKCMtX2+vsqcJGdULOOmCbmFJSgtkQ15VAsiRly\nXClDWULp8T3r6Afs1a+XccTczPexV1ef+Tvji/HBOGP1yeuX8c6AEsVuKUB/18arpiKVJEmSJEnS\nkalUpHjLZL2Ut1OvT1QLb8l4a7wdowS03aGa9VbWy/sqXFRV7pJ99Gykby0btxO813333VdSEw+C\nXUWKJvua4UWhQEb2glfDOjxKF14pmTHu5Qy1B2Iyl1I2V9+2r1VPsTX2fewLcw4eOh671z8q3V+k\nNIyKoWqm1c7ZzNFdM7VpP+aQtll4UXZmbV2xaB9ZlDlXt7vWSqQ9XekrzcVRrBoKEXMnn+N+2UEA\ne2VuXrx4saSmnhX2yZzp7c/9+ioCn2e1iH4gZot3gehdgnFVOz+kIpUkSZIkSdKRqVSkwBWpvhkl\nvP22VaAc3lZ5q+7rXW1rShTtOKr6QF75uy3ErbAOj+KHd1WqfM75d999d0lN/ABZeXhJjz322Kzv\noUQdeeSRkhqvCm8Y72ZbU6CiTKlaiLNoG0uIckx/ch20KyyUsYUHSpwk94Bt8HvXMdy2L6M991at\nWiVJ2mOPPSQ1e5v5vdIGnJd7R+mh7g9ZUhFkmvp9t43pqY1nBa+o7n1Hnw+VRYntdK0EjqISKUNd\n2WeffSQ1919bUZ96SFEsVCkWLKoHRWwRc9769eslNRXHa4kykx3sjmcoOwwwPlwpZZz6HBQpcNFc\nwyoDlJ5htfNCKlJJkiRJkiQdmWpFirdP3sKj9eZSHETkBXZdr0d54Lylnd3bgpfH8WszcQCvj5gc\nvMWuypevk5MRwfXRHihVjzzyiKTGK8YrpH+iTAjOgxLZFrxprgMvh/ar3YMPb23z5s2zfr///vsl\nxd4pXu+NN94463e8a5TQoSrrR1Ctl/buW5eLcdhVmUJtufPOOyXN7f+lS5dKkg499FBJjbfOeMce\nGKff/va3JTVxGHjR80HMhytQPvaJ3XCP1T/nGYIoQChHjImSooIyQNzdypUrJZVjM1BX8fixKdrQ\n1Ts8c8/KipQLYlRqaavIlZShtkoUsTVcB5mz9Kerxg6KJYoMx2Eu8v1UGfu+ukE7Ux8Me4vqSJFF\n5jF2qN6MYfqNz7/tbW+b9flrrrlmwftzon7n/rEblEHfm24oiF3bf//9JTVjHPul/UvP1rbPbo9N\nGyqDPxWpJEmSJEmSjix6etxlpPXMW/jMzMy4T5skSZIkSdKamZmZUN1PRSpJkiRJkqQjE4uR2lqR\nYt2S9UrWSdvGkvh+Spzj8ssvl9Ssb/t6OHEHrHtT6yWKTSIugp9kHpx66qmzzus1XYjPWLZsmaS5\n1VaBOAXW131HeuI0zjjjjFnnI06C2CTiLzymh9gp1uNvv/32WX/n/1kvJ4PiPe95jyTpc5/7nKSm\nf4hrIHaKuIMNGzbMe3+cn88Ri0QmCvEG3Bc/22YItYXzfPWrX5XUrNtzn7QD8Sn0P/bD38kkYZ2f\nn16F+vjjj5ckXXjhhbOOG2XWeBwB9bAc4nr4HHZ48sknz7rPCMYj46RrBhXn+fSnPy2puf8oa5bz\nYrdRfARxMcSsEe/wkY98RBdccIGkJi4sGsPEgNCHxA9yTmJjqEm2ceNGSc2Y+NCHPiRJuvjiiyXN\nbSP6ju8ffvjhkpoYIca+x4sxhuhDYm7cNn0PNmxu+fLlkpq2ZOx7fCQxWdyvZwdyPtpzVBm6fr4v\nfOELkpr757qYQ5nj6DcqUzMWsFlgrGEPtNt73/veWecdNT6Xjft8tXWrfO4oxSgRH/uud71LkvTF\nL35RUtNvruAcfPDBkhq79GcblOKiua9zzz1XUpMZTOwVz5Aoe4/PM278meK1HUv9lopUkiRJkiRJ\nR6Yia8/fDrtmNaFouJeHB8zbte+YTmbEihUrJJWz5Hjb5nhRLQuv0I735PeHF0AGA4rUrbfeuuB1\nANlpL33pSyU1ChPeMNlN3CfestfqQLk44IADZn3fa5zgJTucx3fudrh/b4eStzSu+ku+xx7euNdG\nQfmLavZgF/ydfvbML/faoswa7LrUDnjv2CfnrYV+8HphHNfru5XwndVL5y15wXiZ87UTbcO1uifu\ndYroG1eU+N0VDs9YLF0rNnPdddct+DkojR3unTnNs44ilduJ1GJn1EqUw315xWogI5if2CjKE4oV\nf0fRoN+HytLa1qjdI9DnjhIoV8CzM4oloj5aNCeR4Rs9Y3w8cr082xgfpX4uzaVtM9xTkUqSJEmS\nJOnIVChSeJZ9K5cTf+Cequ80Ha2LotCU9r7jbbu0r5Hv/wPude65556SmviGtWvXLnh+rz3C/fIW\njxeGFxJdp8dF4H3ijdOebStSO+4lRvStHoySRwzN3XffLWnufZZAMSJWCa+Lduy6kzz95pXba+sy\nRdV9S6AstgUlCbvcb7/9JDXtWauYDgVVv9273rpWj3vC7vkS00FMTSn+q2s191GB7XDPrhhhqygD\ntBXt0NZ2UXJQ9pjLvF34OzW92HeypAwQDwdt5wDun58PPPCApLmKCv3sanAt2N5LXvISSU1NNCqA\njxpihujPSe+GgSrtc6vXK4uI7IK5KnrmRKtFzK21iiN217ZGY8SCitTjjz+uo446SqtWrdK+++67\nJWj0v/7rv3TMMcdor7320itf+cpZxn/++edrzz331IoVK1oXC0uSJEmSJNmWWFCR2m677XTxxRfr\nwAMP1K9//WsdfPDBOuaYY/SVr3xFxxxzjM4880xdeOGFuuCCC3TBBRdow4YN+uY3v6kNGzboySef\n1Cte8Qpt2rSpGKNRux5LltpVV10lqcmWg2g9H6UJBcrXdf06+OlZgF0pKW1kH/GzhF8P7Yv3iFfe\ndt8swOvhJ1l2XSkpUY6vg9eCyoDi17XfaEcUKDK1UAG6KlJ4S+6Fe9XtoWkbI+UQd1Mbf+OUdh4o\nQXsddNBBkqTbbrtt1t+3vj9sB9vnJ/F4zBFk0XFPrhLzefq6NmN06L3iHBSpaK6jjblO4ic9HrIW\n7oc2pi+j+EbPsivRd19Np/QsiWwwypTF9o499lhJ0ic/+UlJ0g033CBJ+uAHPyhJ+tnPftbxiuuI\nstcmRaQc9rV/zyCvpe3cUlplabuf7IIz7I477qgDDzxQ0jMGtc8+++jJJ5/U1VdfvaVU/dve9jZd\neeWVkp55wXnzm9+s7bbbTkuXLtXy5cvHLv8nSZIkSZKMi+oYqUceeUR33XWXDjvsMP3qV7/aEke0\nww47bFmvfeqpp7Z4etIztT5q4lNKb5PUPKH+kscIlWBdHC+tVlFA0eAt2+MO8FaivePwjllPHmpd\nG4UE8A7xrvm9q7JDJhN1nty76LrnWi2uJLVVNNoqUZFy5959V4UPsAPff2va4nCGpq8ihVpA5ttC\nO7jzb2zU5wrGID+pO7NkyRJJzd5s2FBbWxqVEgWlMe1zUVclCjz2xMcAvzNXRDXCIlytpz+YY/l7\nVxXYQWlwouNzHSiWd911l6Sm/lFtRuqzFY856ztH9qUU3wylZ1jbcV+l+f/617/W61//en3qU5+a\nsyy2aNGiBV9sal56JrBLTZIkSZIkybxs/V5SKl9SVKR+97vf6fWvf73e8pa36LjjjpP0zFvfL3/5\nS+244476xS9+saUa7y677DKr2vITTzyxZRfrheCtlrdAf0skE4R6RqWXM38rRlEiC622pgbgZVJn\nCsWH85TeartmI0b1ejz+AC+cmB4MoGsNGFRE+sW9bI4fxRUAmS5R9dpaal+0SwqhQ9yHK0S0m98X\ndoP9kWFC++BNRzvcY4fuFZdimLxCftt6WqOqnUMFfI9VdNUEO+kasxa150LUqnwcu/YcbdXwoSHz\nGOXMGTpGiznOY8WgbxaZz1GuXg6lREHbscDc/eMf/1hSo0xdf/31kianJvdVeR3GMvGwqL6l+Fbs\nDfraHVm1zCFRjT6HOabUHyhRnIf7dDvzdj3qqKO29Pl8LDiDP/3003rnO9+plStX6rTTTtvy/699\n7Wv1ta99TZL0ta99bcsL1mtf+1pdccUV+u1vf6vNmzfrgQce0KGHHrrgjSVJkiRJkmyrLKhI3XTT\nTbr88su1//77a/Xq1ZKeKW9w1lln6fjjj9eXvvQlLV26VN/61rckPRPLdPzxx2vlypV6/vOfr0sv\nvbTKg/Mqwv5WyVsj3g9KTYR7HRwXz7+tIgWuRHmNltL32hJlRvjbM2/jKCKPPvpop/MB/eF7w4Fn\n9UWQGYEq2baeUy3YA/tvoYqWMniwE1dK8LLwRlErourXUOrnSEkqKUx9q0u3jVupJarC7e05dM2W\nceLZf0MrJENDvSHmDo8na4vHKo06Boax5nP2UKpq1+N4bN2o8dp1gAret+YiUCOOWn/M0aW5mt1B\nPEaq67MVqEPFbiclsEeUpuiZiaqP4sY47nu9sOCL1BFHHBEa3g9/+MN5/3/NmjVas2ZN/ytLkiRJ\nkiSZcqaisnkppocqsuzDU3pb9fXNtlVPI6gc7l7ZuL1Uvw/eslGk+oKC4LE5bcE74GcphqgrKEEo\nmdTOIaYNRSaqQuz3h9KE0uexUBEl7wbv0u131Pt/DX18vNHaKtRdvb4ubgvqFQAAIABJREFUasTQ\nGaWeedu3yn9fPGPXwUY9dqUrjAGUB9qjtKtDV/rGd5YY1XUPTXSdQylRQNYhzxBWM0rPNK6PuXZo\naseZK6YR2JWvsgw1N+Zee0mSJEmSJB2ZCkWqBG/HeJkoG7WZC6XYDLytUiwJb6+T3kHc485QyHjL\nxmvFe2wbI4MCs+OOO0qKd+JuS60SFcXARf1Ef/D/xGQR14f3dN9990kqKyReGZ4aOdhh15g3+mVU\nMUsRXfcXixhX1mCX7w2dRYXCg4oY1SGaFqiAjc0CKjNju3ZPNMYKKiQxWMQfbisKDzzXSu3Qb1G8\nKIoUmfd8njmUDGiPmWJs1mbVTRpXooaeJ1KRSpIkSZIk6cg2oUgB6+bEZtR6F5515nStyjsp/L5R\nSlAKUKxQ7treF8oJ9buimjWjIorviJQQrhcFCUWL49A+tXEueCv85LieSYRd1cZz1O7XNjS1mVbU\nKCpVay7FI7gCNnQM4f777y+p8bL7ZqnWQIbipNXo2jo92C5KGjbaNsYGW3cP3vejbAtjAYUsGQ21\ne0ViV9RXgtJqztAxW23BfjyeMrouFOVaRbaWVKSSJEmSJEk6sk0pUuwl13adu+TF4dFOSjHoC+1B\nHATwVl6qQO6QwYHSU6rHVKLt+aOdzqPv4y1ThRfFEiWNv9dmgqDg4W3THtgRXg/KS23Fca6feAQY\nulaOU5s1h2rR93p8vHmdtbb2ACisBx98sKQmm3c+RQpPFRXRMwxRbRkztFE0V4y7BlbURq5+cn/R\n/pS0A/fXVp0mHtC/V7t7QATXxdgaF5PeC27c1CqYzJXMkfQ3cbIRtfWeRgXjofadYGglClKRSpIk\nSZIk6cg2pUjhZbXdu60262xoJSryFvuCtwp4d3ivvJ2TJddWWcB7JcstUogiPEaL++f/aee2yofX\noYpqBnn9qogoo8X3h+T4VDXmOoi54j5K3g7eoXvho467KdUeAu7D+6W2n6gp42qFqxldY6b2228/\nSU2cw0LzQLSPItD3eNRdK1Z7JmltBnCJqI0efvjhWb9Hc4tX7adSdm3tL3AFBxumD7reJ/GXtbY5\nFM+1rD3mMn8WMXcxtzOnth2rXeuqLVu2TFJjRxs2bOh0nFH3Z+3emqlIJUmSJEmSdGSbUKSIY4jW\n5XlrxLvxt+ih9yeqBeWC/a7wDtjfiP+nRkftvli+Lk0cA4oICgr3Tbvw9k874LXjpXjdqbvvvnvW\n94Dj0S/u5fL3KPsLlYDv4w1F3gUKHPeNl8zn23pFqAaLFy+WNNeufvGLX8y6Ts5HzBTth915Ha9I\n2UTpcwVsyZIlkhrllOP4dXE+fnqMFv2GfeF11sazRJ8rKVEeU+eKG0oVKhDqT6muGLFkZNVynNtu\nu23B65WatnAP2+cKxghZaIwdbK6UlVbrEZMRSVsyZhiD3Cv31DcGyW3MVexaUI7I5sKGmROIrbn3\n3nurjrfbbrvN+n5X+D7XU6tyTjrrMsKzGGvjUqnrhX25ssr98myhH5nDfO7GDmlf30/Tx3JtDJZD\nf7EvqhPtNRjB53nGMi5R3DgOc7XvVuF2wbgs7eu75fNVn0qSJEmSJEnmsOjpCSwaL1q0SDMzM+M+\nbZIkSZIkSWtmZmZCBToVqSRJkiRJko5MLEbqy1/+8pZ9enx98phjjpHUxFDcfvvt8x6DyH/PZCEe\n4Oyzz5akLepXFGt1xBFHSJJuvvlmSfV1d3wvOs4zLrWt9nylGLPauj6l87H+zPpy34rWnOczn/mM\nJGmHHXaQJD3wwAOzjk/cBTFZxHWwPs46uFd7pj1YX/+bv/kbSdJ5550nqYkZY53cq1sTC+TxI55N\nxno88QfE7bz73e+WJF166aWzjkfMG7FWxCOUKngT88V9EkNFO5x55pmSpE984hOzPsf9421FsXrE\nTfAzygAj3ojzXXbZZZKa2DMglot4DWrC1Ma80S/075o1a3TJJZdIatqYYw4VG7PrrrtKkk488URJ\n0jnnnCOpiXGhDftmANPGXL+PvT322ENS04fMpT53ERNGn0RZdsShcV7u7+Mf/7ik5n5Kc0W0/ynn\np6+IUeN6//Zv/1aS9NWvflVSE/vDedevXy9pbh0t2p0x4pmzzA3EznD/r3vd6yTNncuIVyTmaO3a\ntfPeZ1uiuZO5gfviehkTPAMZy8yt2CHPHsYs/XPWWWdJasZ6VAOPflyxYoWkxp54pnJdzE20D3MR\nc+nb3/72ee8PhqqVR9zxe97zHknSZz/7WUnNM4779NguWLp0qaTmPolPdnul//l/zheRilSSJEmS\nJElHJqZI/c///E/4dnr//fdLijNN8D6iHZzbKiFtlSi8Nrwh3pJrQbnhbT56ex4KV6LwPlAUauts\nlaD9eJunXTZt2jTv52uVMK4fr9mzMz1bkWzDCNo7qmbte+3hlfh14i2Wss/wLlHMXK3geugP/ztZ\nle7VA3boGTAoVP55xh3tiJdeysDhOkoV0L3CfmRf7FTQFTJxth63qFlc09CVrD0rCtuI6jl1reLe\ndo8zn7s479577y2psa1IkYqyo7wqfek+ohiSaIw5ntnKfUT1fBgrUQ031FhU19K+mNwfKvNQdcEc\n7ovroj/ZncHxOSFSbd0Ooqw0vx/mTFdWAZWcMUs7up0y3vw6hlKEfa6lHWk/VOooazdqX4e5ujbb\nNRWpJEmSJEmSjkxUkYqgNkm0M7jXMKklihEqKVEeu8LbeNvz+/k4Ll5J24rtXWH9e1R7CuId+n5m\neHcoVayz13rreCPeX3jNKDYofR6T49R6m11r8Dh4S1F9rag/8Lb+/M//XFKjJKGOcJ+uSEXVuhlX\neLWuOkS4l+peJv3t/499M34iauN5ADvYun/83KWxjbrNNRJrFMG11YJtt1U2SsnUqJhcv7Nq1SpJ\nzVyJUhDdH23vHj9z3dDKjMeAAcoYMT+MGfqY/uV6axWm6HOo54xJnkuMqaGVKN/1AXuKYsv6Qpwn\n5ynFH0ZzEHMOsVkoU/556kxFdkZ/tq2wH8H9cH2M46GebbXPplSkkiRJkiRJOjLVlc3J0sL7Yv22\ntC9WtJ4exXSU4hjItnKPGm+mtgqtg9f48pe/XJL03ve+t+p7fRWStm/rXeNMPPbroIMOktR4m7WV\n5lGY6DdXGTjOcccdJ6npryuuuELSXC+b76PMlNoDb7xrP+MV8tP3F6M/UReirDm8asYF3nJUHTi6\nL///oeIXoqw/4iiivRH9+3jPfD5qd1SNrWOy2nr2HLu2b4nTc0r7atJXXLPH4bWF73G/Poeh7KAO\nl8YaNhDtTVhSfrDJ2j0Lo+Nx/VyvXzf3uXLlyln/T1ZfpEDSHigWQDvybGCVwDOQhxojZOVh27Q3\n/Yh9cb3eTlHFb8aA21OpHUuKi+/aUIrdi/rVsw15lvZtV+YyfrJK1DdjvC2pSCVJkiRJknRkYorU\n7/3e74Vvo9QQoU4Tb9MoA6X11baKVOntNcouKu0RV4IMgrZ7xY37bbs2m7GEr9fXgpdFBopfD7/j\nlf7Zn/2ZpEbJirLq+P+SV9RVNQC8ONQB7z9+L9nBdddd1+q8kTrjsYIoYbWqDFmfGzdurPo8465W\nCY0ysBzabWsFbNQbNURqcMlTh5Ky0xbmQmwUxYsYn9q90Pg+KrtTmgOI+alVpCJ8/0jfF5Q+x/Zq\n2x3FxmPKUEYYKyhStMfQe/MRi8V9+VxQsv0ou7K0D62PC1fFo2eKZzaX5u7Ivlkl2G+//WYd59Zb\nb13weE5pdWTouN9IoXVSkUqSJEmSJOnIxBSpF7zgBeFbNN4Hb828pdd6O1EM1NDeat/jrVu3TlJT\nN+vZDvWkWOeP6iI5UX0lh3YkG7Dk/dcqbbWxXCW4/ui8k7LPWiUKr762FgugGpSuh9o9tYrUUEpp\nG9oqSlF22lC4Wtr1PMyZXeMvydJqGyvlcD+uPKBmM3dwvbWKFHOIx0g5HI+fbW2yBLFy47LdaMzR\nfq5ERTFYUMq8jZ7ptCf9GGXklxhKIYzqXTmpSCVJkiRJkoyYiSlS0Zur1HhVKFJkMrC+3DZmZagq\nx12rFJfo6616natRU/s2j3dDP+Id0X977bWXpPJ+VrXr3qOqQoyqwPUvZLsLUevdjBq8wrZ2V3vf\nPs5qvcjI6y9l+42TWgUEj3soNXPawTa6jg1grLuSwv+jYrvtlvYTJf4QhSkCG2Nuq62xVotn1w01\nV3l2XYnIjiMlCrqq5iiCqN+l3SCGPr9TWzuytv9TkUqSJEmSJOnIxBSpRYsWhW+XZOGQLUc9IhQO\n3qZrlQrePqO3UN46yTyJsqd4S/W/+95i46bWS+6KKwy16/soH7QPVW2jmid9Gcq780wX7teVnLbX\nz/eHqpTetcbNqCraw1BeIzu1M/6nQZEqKUzMUX2Vma6g2DDW2GuulqGz1NqCTaMCY6usAhBP6XG0\ntUT94mo5c8nQcyvHK7Xz8uXLJTX3x64Xpey6UePnr53LaF9U56HmwFHRdhykIpUkSZIkSdKRiSlS\nNV6rV0hm/Revq2/NEsC7oe5Q7c7afI/YnLbgNbJu3NWTH5UihYJCDZC2ELNFjBvtS/+Na2/BtqDA\nef2qvrVliJtp60VHdL2OUasOQ8WV1GYHRnXjRkFJFWOOGEqVazu3oJhRD6qUhQW1latHDbaD6usK\nCPfh+5TW1ssqxbcyNjh+W0WvRG1cIv3OnMEc/OSTTy74PVdM6Vfua2hVF+WwFuKcfV/UtrUURw3K\nZcZIJUmSJEmSjJip3muP9XHeqvEmUDjwnvruJM1b+sMPPzzv3/EO/O0bb6FrthzXzY7ZVCOeFmjf\naO+3EvQfCgwKHF5J1+NGdN1B3RUN90Lci2R9H6+qNh6G75W8/trYp1I2m+/D5teB8sbvJdWilnHF\nMuHN9s3GbUNJIapVRmohbtOJbJ3ff/nLX0qaW8k7grHaNZtqKFBUojHC37nP2jEFqOwRtANzMufr\n2i5d1WfiArFx7ICf9957r6TyXMfY4JnZV2FzhbPtnMHqC8907HPaFClIRSpJkiRJkmTETLUihUeO\nl4D3wVs5b8O1ihTfx5vz7CXe7r0Wx6tf/WpJTUwP3t5QWWLcDwoNXgjnmTR9a+HgXbF3omfeDAX9\n11aZKmWQ4FW6AlSrPrDjO9mK7t1ib8RBoHCWlM6S8sP9u517LR4fX+Pey7EreNvY1zjoq363JVIQ\namuBMZegApfGRNfsL5Q6xnRJqeBzXuEaG8QmfY7g+rhv/l4a85FtE0vGWObvKFy77LKLpO6KVFd1\nlv5duXKlpOa+id3iPlGmIpi7u1YSd2gv+rdt9h3PTJStUsxXW6gTxn2zWoB9YKf8f2mf0axsniRJ\nkiRJMmKmWpEClADeKtevXy+pfa2Wkqe9zz77SGreUnnrPvroo2f9PjSeodI1C4nvoTgMXeG7KygG\nN9xwg6TmLX9UtXbaxki5YoNCiCKKN4dXWpt5gxqA18b3PR6A87Nf2aiJvC9iAOmfyH5oD7zmkkpD\new4Vf8N524yToar/l2rGlSpstyWKkyvZIEoNfYkC0HWvt1L2H3MO7VyaK7kvtzFskPYrXWfbbD2P\nQ8WWGYOcl3hZFJihqK3ST/uwdyGrE1xn7dzO/blyhF0wV0bPRu6fn3vvvbekZj9Tj8Er7XrBXEE/\nt80SLe2V6Moi7c2cwZzM+Cidv9a+UpFKkiRJkiTpyMQUqRe84AVb3pLJkNj6b1Lz1o4Xwdslb7s7\n77yzpOatGw+1755mnIe31ptvvlmStG7dul7Hdbhu9y7aZu8Re4SXijfDWzheAm/fXpuE73k8Bt8f\nqrYM3hQ//fh4G+4dDX0deFGsl/t9c37sDHvELvC6gfZlfR77o127VknumoXYFbzfqD7b4sWLJTX9\ntGHDhgWPA7VKlO/NGH2PdmxTR66UrVVijz32kCQtWbJkwc9FStSuu+4qqbF9YpaYw4gVGapCNech\n7hKlrKTIRXNnSWE65JBDJDWZucxJ2H5pP02I1NK+oID4Xntcn/cbcwBjmyr7tbXNImpjph577DFJ\n0vXXXy+pUZSYC2qz73iGYf9k7zG30C6MPY6LHfqc5XO1q/mME/qRSuY8kzgfP0v7o/puJszFwHF8\nrqXffDcJ2j+K0fJ3jNq5NxWpJEmSJEmSjix6elzu7tYnXbRIMzMz4z5tkiRJkiRJa2ZmZkKFKhWp\nJEmSJEmSjkwsRuqcc87Zso5OrEOpkjPrqWQBsR5PFp+D6nX++edLatY9WSf19VWHGiKss5JtFa3j\ncz5+EkvD8fmdzAEyQzwmiHVa1oOpicG6Nvd/8sknzzqf70UYZVOV6mn551hvPuussyRJF110kaSm\nv7jeUnxDVLGbdXviRojneN/73jfr/mohjoV+JmuQdvE4EWJ6aM9zzz133ut0iLXi+5s2bVrw854h\n9OEPf1hSfH/YO+v5XE+pblKUocZ5LrzwQkmNvZCZwvkiu+H6SzvYc72nn366JOmyyy6bdV30M8fh\nvNgjdkT/RbFl2OV+++0nSTruuOP06U9/WtLcejceT0XfMQdwTdFY5FposzVr1kgq2ya2TRt3rXzO\nec477zxJ0mGHHTbrem+99dZ5v0c74EmX4tWYU0877TRJ0r/+679KarK06Cvugz6LYq+Y67AJ2pnP\nM8ecffbZkqTPf/7zkpr+wmaIbeK8nuHK3ELmNd/Hlr2G3amnnippbv+1ze4k9q2Ucct5/v7v/15S\nOeuuNlbHM2J9LrvgggskNfGw2C/9SAyT1+0ido9YLfoNsGti8Li/L37xi5KaLEPsifuh/dtmj3qN\nPZ5FbZ8NtXtPAs+i97///Qt+LhWpJEmSJEmSjkxMkVq0aNEWz7p2N3reYvEOo32MPLI/8mh5q468\nCTxwFKG2GSW+F59XLl+2bJkk6f7775/1Pe4PbxJvAUUs2u/L6x5FykJUYdvBC/LaHV3raUX97Hvu\n9a31gxflRMd1tYL2ra2FQ8X7Eq7wlcDeUU9QIe677z5JsQLm9+nn8/3KUDVK9aBq9wD0PSlRZLFf\nV0D9emuzFfFmt25/5gTOFdm4KxRek8orYZNZ7B40arWr3cDcg4f/4IMPLnieElz36tWrJTVth2LE\nnMrc5up3BNX3vR1QFshqa1sfi35ou5ca7YnNMfdG7YRNMjbcRmtrtNXOPdRTKvWbZ6R7FlqUxYeq\nXuo37w+fy2iHqAI59s9983nmiGgOZI70ZysKFP091H6q2LXPLW3x+ynVvYpWa5xUpJIkSZIkSToy\nMUXqj//4jzsrD7zF+7otlOIQ8LpK3pV7j22J6ty4AuXg5dI+fp/upXA/tEupXWv3C+N47nW5UheB\n4lbyqlDeXE1oC0pk1zgUqFXcos/hhXo9sKhfUCui2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yRJN954Y6HvxTmcOYM5IJ5NGMcN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\nksgLQgAAAABJRU5ErkJggg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x140cb8590>"
       ]
      }
     ],
     "prompt_number": 13
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The fifth layer output, `conv5` (rectified, all 256 channels)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['conv5'].data[4]\n",
      "vis_square(feat, padval=0.5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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R0549ezL92c2ytGWV+o+Vxb8etum3FZhL0qlTpyTlU2ZCRAoAACBSR0SkfMRp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\nAMAjJlIAAAAeMZECAADwiIkUAACAR/8HvDo6r8xXQr8AAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13fc34090>"
       ]
      }
     ],
     "prompt_number": 14
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The fifth layer after pooling, `pool5`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['pool5'].data[4]\n",
      "vis_square(feat, padval=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Hoaamxmqd7Q0ByUJ70kOy40oUAACAA4ooAAAABxRRAAAADiiiAAAAHNBYfhWt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\nKFqDmm0u9913n9W6//zP/zRi2hRbbfr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/8OHD8tJLL8nhw4dl+/bt8o1vfEPGxsbCSDs4\n8YDt2bMnftddd13+88aNG+MbN24MOg18yOc+97n4b37zm/i8efPiLS0t8Xg8Hm9ubo7Pmzcv5Mwm\nh8bGxvidd94Z/+1vfxu/55574vF4nHMRks7OzvjMmTONOOcjHG1tbfHa2tp4e3t7fHh4OH7PPffE\nd+zYwfkI2KlTp+KLFy++/Ofxjv/TTz8d37Rp0+V1d911V/ztt98ONtmABX4l6ty5c1JVVXX5z5WV\nlXLu3Lmg08D/aWhokD/+8Y9yyy23SGtrq5SVlYmISFlZmbS2toac3eTwzW9+U/75n/9Zpkz5/z+O\nnItwnDp1SqZNmyYPP/ywLF++XL7+9a9Lb28v5yMkxcXF8q1vfUuqq6tlxowZUlhYKGvWrOF8hGy8\n49/U1CSVlZWX102G3++BF1F//ucKhK+np0fuu+8+ee655yQvL++K/xaLxThXAfjVr34lpaWlctNN\nN437lHDORXBGRkZk//798o1vfEP2798vOTk5xj8VcT6Cc/LkSfnBD34gDQ0N0tTUJD09PfLzn//8\nijWcj3B91PFP9nMTeBFVUVEhjY2Nl//c2Nh4ReWKYAwPD8t9990nDz30kKxfv15E/vdvFC0tLSIi\n0tzcLKWlpWGmOCns2bNHtm3bJjNnzpQHH3xQfvvb38pDDz3EuQhJZWWlVFZWysqVK0VE5P7775f9\n+/dLeXk55yME+/btk1WrVsnUqVMlNTVVvvCFL8jbb7/N+QjZeN9PV/9+P3v2rFRUVISSY1ACL6JW\nrFghx48fl4aGBhkaGpKXXnpJ1q1bF3Qak1o8Hpevfe1rsnDhQnn00Ucvx9etWyebN28WEZHNmzdf\nLq6QOE8//bQ0NjbKqVOnZMuWLXLHHXfIz372M85FSMrLy6WqqkqOHTsmIiI7d+6URYsWyb333sv5\nCMH8+fNl79690t/fL/F4XHbu3CkLFy7kfIRsvO+ndevWyZYtW2RoaEhOnTolx48fl4997GNhppp4\nYTRivfbaa/Ha2tr47Nmz408//XQYKUxqb775ZjwWi8WXLl0aX7ZsWXzZsmXx119/Pd7W1ha/8847\n43Pnzo2vWbMm3tHREXaqk0p9fX383nvvjcfjcc5FiN599934ihUr4kuWLIl//vOfj3d2dnI+QvTM\nM8/EFy5cGF+8eHH8q1/9anxoaIjzEaAvfelL8enTp8fT0tLilZWV8Z/85CfXPP5PPfVUfPbs2fF5\n8+bFt2/fHmLmweDZeQAAAA6YWA4AAOCAIgoAAMABRRQAAIADiigAAAAHFFEAAAAOKKIAAAAcUEQB\nAAA4+P8Ax6Uy59fB6ecAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13fc66410>"
       ]
      }
     ],
     "prompt_number": 15
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The first fully connected layer, `fc6` (rectified)\n",
      "\n",
      "We show the output values and the histogram of the positive values"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['fc6'].data[4]\n",
      "plt.subplot(2, 1, 1)\n",
      "plt.plot(feat.flat)\n",
      "plt.subplot(2, 1, 2)\n",
      "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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WpB0BGhUJlurjyybNi24uJz3/fPD562F7h2Fz3zTatjQtjfNm3jxp06bk6y0iQYvmrbek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\nqz3kvehBfr3cc4/02GPdpy9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Dhg3bPW3BggU6/vjjNXLkSB133HF66qmnrAYJ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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11dd5ca90>"
       ]
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The second fully connected layer, `fc7` (rectified)"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['fc7'].data[4]\n",
      "plt.subplot(2, 1, 1)\n",
      "plt.plot(feat.flat)\n",
      "plt.subplot(2, 1, 2)\n",
      "_ = plt.hist(feat.flat[feat.flat > 0], bins=100)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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m6nhcvFh64QUzZXlRCUlf/jvpiq1PuX1l823BtJ/rk24VTOv2a2hoUENDQ8fv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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x136e43090>"
       ]
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The final probability output, `prob`"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "feat = net.caffenet.blobs['prob'].data[4]\n",
      "plt.plot(feat.flat)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 18,
       "text": [
        "[<matplotlib.lines.Line2D at 0x140cb7f10>]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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Mo0ePxsGDB2PWrFn2X0Fdc801cdZZZw363Fj21fbt2+OFF16I1157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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x13b88b550>"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Let's see the top 5 predicted labels."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "imagenet_labels_filename = caffe_root + 'data/ilsvrc12/synset_words.txt'\n",
      "try:\n",
      "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')\n",
      "except:\n",
      "    !../data/ilsvrc12/get_ilsvrc_aux.sh\n",
      "    labels = np.loadtxt(imagenet_labels_filename, str, delimiter='\\t')"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 19
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "top_k = net.caffenet.blobs['prob'].data[4].flatten().argsort()[-1:-6:-1]\n",
      "print labels[top_k]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "['n02119022 red fox, Vulpes vulpes' 'n02119789 kit fox, Vulpes macrotis'\n",
        " 'n02124075 Egyptian cat' 'n02326432 hare'\n",
        " 'n02325366 wood rabbit, cottontail, cottontail rabbit']\n"
       ]
      }
     ],
     "prompt_number": 20
    }
   ],
   "metadata": {}
  }
 ]
}